codenuk_backend_mine/services/tech-stack-selector/db/001_schema.sql

-- =====================================================
-- Enhanced Database Setup for Tech Stack Selector
-- Price-focused design with category-specific tables
-- Prepared for Neo4j migration with knowledge graphs
-- =====================================================

-- Drop all existing tables
DROP TABLE IF EXISTS frontend_technologies CASCADE;
DROP TABLE IF EXISTS backend_technologies CASCADE;
DROP TABLE IF EXISTS database_technologies CASCADE;
DROP TABLE IF EXISTS cloud_technologies CASCADE;
DROP TABLE IF EXISTS testing_technologies CASCADE;
DROP TABLE IF EXISTS mobile_technologies CASCADE;
DROP TABLE IF EXISTS devops_technologies CASCADE;
DROP TABLE IF EXISTS ai_ml_technologies CASCADE;
DROP TABLE IF EXISTS price_tiers CASCADE;
DROP TABLE IF EXISTS tech_pricing CASCADE;
DROP TABLE IF EXISTS price_based_stacks CASCADE;
DROP TABLE IF EXISTS stack_recommendations CASCADE;
DROP TABLE IF EXISTS tools CASCADE;

-- =====================================================
-- PRICE TIER FOUNDATION
-- =====================================================

-- Create price tiers table (foundation for all pricing)
CREATE TABLE price_tiers (
    id SERIAL PRIMARY KEY,
    tier_name VARCHAR(50) NOT NULL UNIQUE,
    min_price_usd DECIMAL(10,2) NOT NULL,
    max_price_usd DECIMAL(10,2) NOT NULL,
    target_audience VARCHAR(100),
    typical_project_scale VARCHAR(50),
    description TEXT,
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    CONSTRAINT valid_price_range CHECK (min_price_usd <= max_price_usd)
);

-- =====================================================
-- TECHNOLOGY CATEGORY TABLES
-- =====================================================

-- Frontend Technologies
CREATE TABLE frontend_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    framework_type VARCHAR(50), -- react-based, vue-based, angular-based, vanilla, etc.
    maturity_score INTEGER CHECK (maturity_score >= 1 AND maturity_score <= 100),
    learning_curve VARCHAR(20) CHECK (learning_curve IN ('easy', 'medium', 'hard', 'very hard', 'expert', 'beginner', 'advanced')),
    performance_rating INTEGER CHECK (performance_rating >= 1 AND performance_rating <= 100),
    community_size VARCHAR(20),
    bundle_size_kb INTEGER,
    mobile_friendly BOOLEAN DEFAULT false,
    ssr_support BOOLEAN DEFAULT false,
    typescript_support BOOLEAN DEFAULT false,
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    license_type VARCHAR(50),
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- Backend Technologies
CREATE TABLE backend_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    language_base VARCHAR(50), -- javascript, python, java, go, etc.
    architecture_type VARCHAR(50), -- monolithic, microservices, serverless
    maturity_score INTEGER CHECK (maturity_score >= 1 AND maturity_score <= 100),
    learning_curve VARCHAR(20) CHECK (learning_curve IN ('easy', 'medium', 'hard', 'very hard', 'expert', 'beginner', 'advanced')),
    performance_rating INTEGER CHECK (performance_rating >= 1 AND performance_rating <= 100),
    scalability_rating INTEGER CHECK (scalability_rating >= 1 AND scalability_rating <= 100),
    memory_efficiency INTEGER CHECK (memory_efficiency >= 1 AND memory_efficiency <= 100),
    concurrent_handling VARCHAR(50), -- excellent, good, fair, poor
    api_capabilities TEXT[],
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    license_type VARCHAR(50),
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- Database Technologies
CREATE TABLE database_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    database_type VARCHAR(50), -- relational, nosql, graph, key-value, document
    acid_compliance BOOLEAN DEFAULT false,
    horizontal_scaling BOOLEAN DEFAULT false,
    vertical_scaling BOOLEAN DEFAULT true,
    maturity_score INTEGER CHECK (maturity_score >= 1 AND maturity_score <= 100),
    performance_rating INTEGER CHECK (performance_rating >= 1 AND performance_rating <= 100),
    consistency_model VARCHAR(50), -- strong, eventual, weak
    query_language VARCHAR(50), -- sql, mongodb-query, cypher, etc.
    max_storage_capacity VARCHAR(50),
    backup_features TEXT[],
    security_features TEXT[],
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    license_type VARCHAR(50),
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
-- Cloud Technologies
CREATE TABLE cloud_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    provider VARCHAR(50), -- aws, azure, gcp, digitalocean, etc.
    service_type VARCHAR(50), -- iaas, paas, saas, serverless, container
    global_availability INTEGER, -- number of regions
    uptime_sla DECIMAL(5,3), -- 99.999
    auto_scaling BOOLEAN DEFAULT false,
    serverless_support BOOLEAN DEFAULT false,
    container_support BOOLEAN DEFAULT false,
    managed_services TEXT[],
    security_certifications TEXT[],
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    free_tier_available BOOLEAN DEFAULT false,
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- Testing Technologies
CREATE TABLE testing_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    testing_type VARCHAR(50), -- unit, integration, e2e, performance, security
    framework_support TEXT[], -- jest, mocha, cypress, selenium
    automation_level VARCHAR(20), -- full, partial, manual
    ci_cd_integration BOOLEAN DEFAULT false,
    browser_support TEXT[],
    mobile_testing BOOLEAN DEFAULT false,
    api_testing BOOLEAN DEFAULT false,
    performance_testing BOOLEAN DEFAULT false,
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    license_type VARCHAR(50),
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- Mobile Technologies
CREATE TABLE mobile_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    platform_support TEXT[], -- ios, android, web, desktop
    development_approach VARCHAR(50), -- native, hybrid, cross-platform
    language_base VARCHAR(50),
    performance_rating INTEGER CHECK (performance_rating >= 1 AND performance_rating <= 100),
    learning_curve VARCHAR(20) CHECK (learning_curve IN ('easy', 'medium', 'hard', 'very hard', 'expert', 'beginner', 'advanced')),
    ui_native_feel INTEGER CHECK (ui_native_feel >= 1 AND ui_native_feel <= 100),
    code_sharing_percentage INTEGER CHECK (code_sharing_percentage >= 0 AND code_sharing_percentage <= 100),
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    license_type VARCHAR(50),
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- DevOps Technologies
CREATE TABLE devops_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    category VARCHAR(50), -- ci-cd, containerization, orchestration, monitoring, infrastructure
    complexity_level VARCHAR(20) CHECK (complexity_level IN ('easy', 'medium', 'hard')),
    scalability_support VARCHAR(20), -- excellent, good, fair
    cloud_native BOOLEAN DEFAULT false,
    enterprise_ready BOOLEAN DEFAULT false,
    automation_capabilities TEXT[],
    integration_options TEXT[],
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    license_type VARCHAR(50),
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- AI/ML Technologies
CREATE TABLE ai_ml_technologies (
    id SERIAL PRIMARY KEY,
    name VARCHAR(100) NOT NULL UNIQUE,
    ml_type VARCHAR(50), -- deep-learning, machine-learning, nlp, computer-vision
    language_support TEXT[], -- python, r, javascript, etc.
    gpu_acceleration BOOLEAN DEFAULT false,
    cloud_integration BOOLEAN DEFAULT false,
    pretrained_models BOOLEAN DEFAULT false,
    ease_of_deployment INTEGER CHECK (ease_of_deployment >= 1 AND ease_of_deployment <= 100),
    model_accuracy_potential INTEGER CHECK (model_accuracy_potential >= 1 AND model_accuracy_potential <= 100),
    primary_use_cases TEXT[],
    strengths TEXT[],
    weaknesses TEXT[],
    license_type VARCHAR(50),
    domain TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
-- =====================================================
-- PRICING TABLES
-- =====================================================

-- Universal tech pricing table
CREATE TABLE tech_pricing (
    id SERIAL PRIMARY KEY,
    tech_name VARCHAR(100) NOT NULL,
    tech_category VARCHAR(50) NOT NULL, -- frontend, backend, database, etc.
    price_tier_id INTEGER REFERENCES price_tiers(id),
    
    -- Cost breakdown
    development_cost_usd DECIMAL(10,2) DEFAULT 0, -- One-time setup cost
    monthly_operational_cost_usd DECIMAL(10,2) DEFAULT 0, -- Monthly running cost
    license_cost_usd DECIMAL(10,2) DEFAULT 0, -- License fees
    training_cost_usd DECIMAL(10,2) DEFAULT 0, -- Team training cost
    maintenance_cost_percentage DECIMAL(5,2) DEFAULT 0, -- % of dev cost annually
    
    -- Scaling cost factors
    cost_per_user_usd DECIMAL(8,4) DEFAULT 0,
    cost_per_request_usd DECIMAL(8,6) DEFAULT 0,
    storage_cost_per_gb_usd DECIMAL(6,4) DEFAULT 0,
    bandwidth_cost_per_gb_usd DECIMAL(6,4) DEFAULT 0,
    
    -- Resource requirements (affects hosting costs)
    min_cpu_cores DECIMAL(3,1) DEFAULT 0.5,
    min_ram_gb DECIMAL(5,1) DEFAULT 0.5,
    min_storage_gb DECIMAL(8,1) DEFAULT 1,
    bandwidth_gb_month DECIMAL(10,2) DEFAULT 10,
    
    -- Cost efficiency metrics
    total_cost_of_ownership_score INTEGER CHECK (total_cost_of_ownership_score >= 1 AND total_cost_of_ownership_score <= 100),
    price_performance_ratio INTEGER CHECK (price_performance_ratio >= 1 AND price_performance_ratio <= 100),
    
    notes TEXT,
    last_updated TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    UNIQUE(tech_name, tech_category)
);

-- Price-based tech stack combinations
CREATE TABLE price_based_stacks (
    id SERIAL PRIMARY KEY,
    stack_name VARCHAR(100) NOT NULL,
    price_tier_id INTEGER REFERENCES price_tiers(id),
    total_monthly_cost_usd DECIMAL(10,2),
    total_setup_cost_usd DECIMAL(10,2),
    
    -- Tech stack composition
    frontend_tech VARCHAR(100),
    backend_tech VARCHAR(100),
    database_tech VARCHAR(100),
    cloud_tech VARCHAR(100),
    testing_tech VARCHAR(100),
    mobile_tech VARCHAR(100),
    devops_tech VARCHAR(100),
    ai_ml_tech VARCHAR(100),
    
    -- Stack characteristics
    suitable_project_scales TEXT[],
    team_size_range VARCHAR(20), -- 1-2, 3-5, 6-10, 10+
    development_time_months INTEGER,
    maintenance_complexity VARCHAR(20), -- low, medium, high
    scalability_ceiling VARCHAR(50), -- small, medium, large, enterprise
    
    -- Business metrics
    recommended_domains TEXT[],
    success_rate_percentage INTEGER,
    user_satisfaction_score INTEGER CHECK (user_satisfaction_score >= 1 AND user_satisfaction_score <= 100),
    
    description TEXT,
    pros TEXT[],
    cons TEXT[],
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- Stack recommendations based on price and requirements
CREATE TABLE stack_recommendations (
    id SERIAL PRIMARY KEY,
    price_tier_id INTEGER REFERENCES price_tiers(id),
    business_domain VARCHAR(50),
    project_scale VARCHAR(20),
    team_experience_level VARCHAR(20), -- beginner, intermediate, expert
    
    recommended_stack_id INTEGER REFERENCES price_based_stacks(id),
    confidence_score INTEGER CHECK (confidence_score >= 1 AND confidence_score <= 100),
    recommendation_reasons TEXT[],
    potential_risks TEXT[],
    alternative_stacks INTEGER[], -- array of stack IDs
    
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);

-- =====================================================
-- DATA INSERTION - PRICE TIERS
-- =====================================================

INSERT INTO price_tiers (tier_name, min_price_usd, max_price_usd, target_audience, typical_project_scale, description) VALUES
('Micro Budget', 5.00, 25.00, 'Solo developers, students, hobby projects', 'Personal/Learning', 'Ultra-low cost solutions using free tiers and minimal paid services'),
('Startup Budget', 25.01, 100.00, 'Early startups, small teams, MVPs', 'Small', 'Cost-effective solutions for getting started with some paid services'),
('Small Business', 100.01, 300.00, 'Small businesses, established startups', 'Small to Medium', 'Balanced cost and functionality for growing businesses'),
('Growth Stage', 300.01, 600.00, 'Growing companies, mid-size teams', 'Medium', 'Scalable solutions with good performance and reliability'),
('Scale-Up', 600.01, 1000.00, 'Scale-up companies, larger teams', 'Medium to Large', 'High-performance solutions with advanced features and scaling capabilities');

-- =====================================================
-- DATA INSERTION - FRONTEND TECHNOLOGIES
-- =====================================================

INSERT INTO frontend_technologies (
    name, framework_type, maturity_score, learning_curve, performance_rating, 
    community_size, bundle_size_kb, mobile_friendly, ssr_support, typescript_support,
    primary_use_cases, strengths, weaknesses, license_type, domain
) VALUES 
-- React Ecosystem
('React', 'react-based', 95, 'medium', 88, 'large', 42, true, true, true,
    ARRAY['Single Page Applications', 'Component-based UI', 'Large-scale web apps', 'Progressive Web Apps'],
    ARRAY['Huge ecosystem', 'Component reusability', 'Virtual DOM efficiency', 'Strong community support', 'Excellent tooling'],
    ARRAY['Steep learning curve', 'Rapid ecosystem changes', 'JSX syntax barrier', 'SEO challenges without SSR'],
    'MIT',
    ARRAY['E-commerce', 'Social Media', 'Enterprise Web Apps', 'Progressive Web Apps', 'SaaS Platforms']),

('Next.js', 'react-based', 93, 'medium', 90, 'large', 68, true, true, true,
    ARRAY['Full-stack React apps', 'Static site generation', 'Server-side rendering', 'E-commerce platforms'],
    ARRAY['Excellent SSR/SSG', 'Full-stack capabilities', 'Great performance', 'Vercel integration', 'File-based routing'],
    ARRAY['Vercel vendor lock-in potential', 'Complex configuration', 'Learning curve for full-stack features'],
    'MIT',
    ARRAY['E-commerce', 'Static Websites', 'Content Management Systems', 'SaaS Platforms', 'Full-stack Applications']),

('Gatsby', 'react-based', 85, 'hard', 87, 'medium', 95, false, true, true,
    ARRAY['Static sites', 'JAMstack applications', 'Performance-focused sites', 'Content-driven websites'],
    ARRAY['Excellent static generation', 'GraphQL integration', 'Plugin ecosystem', 'Great performance'],
    ARRAY['Complex build process', 'Long build times', 'GraphQL learning curve', 'Over-engineering for simple sites'],
    'MIT',
    ARRAY['Blogs', 'Documentation Sites', 'Marketing Websites', 'Portfolio Sites', 'E-commerce']),

('React Native', 'react-based', 90, 'medium', 82, 'large', 0, true, false, true,
    ARRAY['Cross-platform mobile apps', 'Native mobile development', 'Hybrid applications'],
    ARRAY['Code reusability', 'Native performance', 'Large ecosystem', 'Hot reloading'],
    ARRAY['Platform-specific bugs', 'Bridge performance issues', 'Native module complexity'],
    'MIT',
    ARRAY['Mobile Apps', 'Cross-platform Development', 'Startups', 'Enterprise Mobile']),

('Create React App', 'react-based', 80, 'easy', 75, 'large', 45, true, false, true,
    ARRAY['Quick React setup', 'Prototyping', 'Learning React', 'Simple SPAs'],
    ARRAY['Zero configuration', 'Quick setup', 'Great for beginners', 'Webpack abstraction'],
    ARRAY['Limited customization', 'Ejecting complexity', 'Not suitable for complex apps', 'Bundle size issues'],
    'MIT',
    ARRAY['Prototyping', 'Learning Projects', 'Simple Web Apps', 'MVPs']),

-- Vue.js Ecosystem
('Vue.js', 'vue-based', 90, 'easy', 85, 'large', 34, true, true, true,
    ARRAY['Progressive Web Apps', 'Single Page Applications', 'Component-based UI', 'Small to medium projects'],
    ARRAY['Gentle learning curve', 'Excellent documentation', 'Flexible architecture', 'Good performance'],
    ARRAY['Smaller job market', 'Less mature ecosystem compared to React', 'Fewer third-party libraries'],
    'MIT',
    ARRAY['E-commerce', 'Small Business Websites', 'Prototyping', 'SaaS Platforms', 'Content Management Systems']),

('Nuxt.js', 'vue-based', 88, 'medium', 88, 'medium', 72, true, true, true,
    ARRAY['Vue.js applications', 'Server-side rendering', 'Static site generation', 'Universal apps'],
    ARRAY['Auto-routing', 'SSR/SSG support', 'Module ecosystem', 'Convention over configuration'],
    ARRAY['Convention limitations', 'Learning curve', 'Less flexible than custom setup'],
    'MIT',
    ARRAY['E-commerce', 'Content Websites', 'SaaS Applications', 'Static Sites']),

('Quasar', 'vue-based', 82, 'medium', 83, 'small', 89, true, true, true,
    ARRAY['Cross-platform apps', 'Material Design apps', 'Desktop applications', 'Mobile development'],
    ARRAY['Material Design components', 'Cross-platform', 'CLI tools', 'Comprehensive framework'],
    ARRAY['Learning curve', 'Smaller community', 'Opinionated structure'],
    'MIT',
    ARRAY['Enterprise Apps', 'Cross-platform Development', 'Admin Dashboards', 'Mobile Apps']),

('Gridsome', 'vue-based', 75, 'medium', 85, 'small', 78, false, true, true,
    ARRAY['Static site generation', 'JAMstack sites', 'Vue-based static sites'],
    ARRAY['GraphQL data layer', 'Static generation', 'Vue.js integration', 'Performance focused'],
    ARRAY['Small community', 'Limited plugins', 'GraphQL complexity'],
    'MIT',
    ARRAY['Blogs', 'Documentation', 'Marketing Sites', 'Portfolio Sites']),

-- Angular Ecosystem
('Angular', 'angular-based', 92, 'hard', 90, 'large', 128, true, true, true,
    ARRAY['Enterprise applications', 'Large-scale SPAs', 'Complex business applications', 'Progressive Web Apps'],
    ARRAY['Full-featured framework', 'Built-in TypeScript', 'Robust architecture', 'Excellent tooling', 'Strong opinions'],
    ARRAY['Steep learning curve', 'Heavy bundle size', 'Complex for simple projects', 'Frequent breaking changes'],
    'MIT',
    ARRAY['Enterprise Web Apps', 'Financial Services', 'Healthcare Systems', 'Large-scale SaaS', 'Business Intelligence']),

('AngularJS', 'angular-based', 60, 'medium', 65, 'medium', 55, true, false, false,
    ARRAY['Legacy applications', 'Simple web apps', 'Two-way data binding apps'],
    ARRAY['Two-way data binding', 'Dependency injection', 'MVC architecture'],
    ARRAY['End of life', 'Performance issues', 'Digest cycle problems', 'Legacy technology'],
    'MIT',
    ARRAY['Legacy Systems', 'Maintenance Projects', 'Simple Web Apps']),

('Ionic', 'angular-based', 85, 'medium', 78, 'medium', 145, true, false, true,
    ARRAY['Hybrid mobile apps', 'Cross-platform development', 'Progressive Web Apps'],
    ARRAY['Cross-platform', 'Native UI components', 'Angular integration', 'Capacitor platform'],
    ARRAY['Performance limitations', 'Webview dependency', 'Native feel challenges'],
    'MIT',
    ARRAY['Mobile Apps', 'Hybrid Development', 'PWAs', 'Cross-platform Apps']),

-- Svelte Ecosystem
('Svelte', 'svelte-based', 85, 'medium', 92, 'medium', 8, true, true, true,
    ARRAY['Fast web applications', 'Small bundle requirements', 'Interactive dashboards', 'Performance-critical apps'],
    ARRAY['Smallest bundle size', 'No virtual DOM overhead', 'Easy to learn', 'Great performance'],
    ARRAY['Smaller ecosystem', 'Limited job opportunities', 'Fewer learning resources', 'Less mature tooling'],
    'MIT',
    ARRAY['Startups', 'Interactive Dashboards', 'Performance-critical Apps', 'Progressive Web Apps', 'Prototyping']),

('SvelteKit', 'svelte-based', 80, 'medium', 90, 'small', 15, true, true, true,
    ARRAY['Full-stack Svelte apps', 'Server-side rendering', 'Static site generation'],
    ARRAY['Full-stack capabilities', 'File-based routing', 'Excellent performance', 'Modern architecture'],
    ARRAY['Young framework', 'Smaller community', 'Limited ecosystem'],
    'MIT',
    ARRAY['Full-stack Apps', 'Static Sites', 'SaaS Applications', 'Performance Apps']),

('Sapper', 'svelte-based', 70, 'medium', 88, 'small', 12, true, true, false,
    ARRAY['Svelte applications', 'Server-side rendering', 'Static exports'],
    ARRAY['SSR support', 'Small bundle size', 'File-based routing'],
    ARRAY['Deprecated in favor of SvelteKit', 'Limited features', 'Small community'],
    'MIT',
    ARRAY['Legacy Svelte Apps', 'Simple SSR Apps']),

-- Vanilla JavaScript & Utilities
('Vanilla JavaScript', 'vanilla', 100, 'hard', 95, 'large', 0, true, false, false,
    ARRAY['All web applications', 'Performance-critical apps', 'Learning fundamentals'],
    ARRAY['No framework overhead', 'Maximum performance', 'Full control', 'Universal compatibility'],
    ARRAY['More boilerplate', 'Manual DOM manipulation', 'No built-in structure'],
    'Public Domain',
    ARRAY['All Domains', 'Performance Apps', 'Legacy Systems', 'Embedded Systems']),

('jQuery', 'library', 75, 'easy', 70, 'large', 32, true, false, false,
    ARRAY['DOM manipulation', 'Legacy applications', 'Simple interactions'],
    ARRAY['Simple API', 'Cross-browser compatibility', 'Large plugin ecosystem', 'Easy to learn'],
    ARRAY['Performance overhead', 'Legacy approach', 'Not suitable for complex apps'],
    'MIT',
    ARRAY['Legacy Systems', 'Simple Websites', 'WordPress Themes', 'Quick Prototypes']),

('Lodash', 'utility', 95, 'easy', 85, 'large', 24, true, true, true,
    ARRAY['Utility functions', 'Data manipulation', 'Functional programming'],
    ARRAY['Comprehensive utilities', 'Consistent API', 'Performance optimized', 'Modular'],
    ARRAY['Bundle size if not tree-shaken', 'Some functions obsolete with modern JS'],
    'MIT',
    ARRAY['All JavaScript Projects', 'Data Processing', 'Utility Functions']),

('Moment.js', 'utility', 85, 'easy', 75, 'large', 67, true, true, false,
    ARRAY['Date manipulation', 'Time formatting', 'Date parsing'],
    ARRAY['Comprehensive date handling', 'Locale support', 'Easy API'],
    ARRAY['Large bundle size', 'Mutable API', 'Performance issues', 'Maintenance mode'],
    'MIT',
    ARRAY['Legacy Projects', 'Date-heavy Applications', 'International Apps']),

('Day.js', 'utility', 88, 'easy', 90, 'medium', 2, true, true, true,
    ARRAY['Date manipulation', 'Moment.js replacement', 'Lightweight date handling'],
    ARRAY['Tiny size', 'Moment.js compatible API', 'Immutable', 'Tree-shakable'],
    ARRAY['Smaller feature set', 'Fewer plugins than Moment'],
    'MIT',
    ARRAY['Modern Web Apps', 'Performance-critical Apps', 'Mobile Applications']),

-- Build Tools & Bundlers
('Webpack', 'build-tool', 92, 'hard', 85, 'large', 0, true, true, true,
    ARRAY['Module bundling', 'Asset processing', 'Code splitting'],
    ARRAY['Powerful configuration', 'Plugin ecosystem', 'Code splitting', 'Hot reloading'],
    ARRAY['Complex configuration', 'Steep learning curve', 'Slow build times'],
    'MIT',
    ARRAY['Complex Applications', 'Enterprise Projects', 'Custom Build Processes']),

('Vite', 'build-tool', 90, 'medium', 95, 'large', 0, true, true, true,
    ARRAY['Fast development', 'Modern bundling', 'ES modules'],
    ARRAY['Lightning fast HMR', 'ES modules native', 'Simple configuration', 'Framework agnostic'],
    ARRAY['Node.js focused', 'Newer ecosystem', 'Limited IE support'],
    'MIT',
    ARRAY['Modern Web Apps', 'Vue Applications', 'React Applications', 'Development Tools']),

('Parcel', 'build-tool', 82, 'easy', 88, 'medium', 0, true, true, true,
    ARRAY['Zero-config bundling', 'Quick prototyping', 'Simple projects'],
    ARRAY['Zero configuration', 'Fast builds', 'Built-in support for many formats'],
    ARRAY['Limited customization', 'Smaller ecosystem', 'Less control'],
    'MIT',
    ARRAY['Prototyping', 'Simple Applications', 'Learning Projects']),

('Rollup', 'build-tool', 88, 'medium', 92, 'medium', 0, true, true, true,
    ARRAY['Library bundling', 'ES modules', 'Tree shaking'],
    ARRAY['Excellent tree shaking', 'ES modules focus', 'Small bundles', 'Plugin architecture'],
    ARRAY['Complex for applications', 'Smaller ecosystem than Webpack'],
    'MIT',
    ARRAY['Library Development', 'Component Libraries', 'Modern Applications']),

('esbuild', 'build-tool', 85, 'medium', 98, 'medium', 0, true, true, true,
    ARRAY['Ultra-fast bundling', 'TypeScript compilation', 'Minification'],
    ARRAY['Extremely fast', 'TypeScript support', 'Tree shaking', 'Minimal configuration'],
    ARRAY['Go-based (different ecosystem)', 'Limited plugins', 'Newer tool'],
    'MIT',
    ARRAY['Performance-critical Builds', 'TypeScript Projects', 'Fast Development']),

-- CSS Frameworks & Preprocessors
('Tailwind CSS', 'css-framework', 92, 'medium', 90, 'large', 0, true, true, true,
    ARRAY['Utility-first styling', 'Rapid UI development', 'Component styling'],
    ARRAY['Utility-first approach', 'Highly customizable', 'Small production builds', 'Design system'],
    ARRAY['Learning curve', 'HTML verbosity', 'Initial setup complexity'],
    'MIT',
    ARRAY['Modern Web Apps', 'Component Libraries', 'Rapid Prototyping', 'Design Systems']),

('Bootstrap', 'css-framework', 88, 'easy', 78, 'large', 58, true, false, false,
    ARRAY['Responsive websites', 'Quick prototyping', 'Admin dashboards'],
    ARRAY['Comprehensive components', 'Responsive grid', 'Large community', 'Easy to learn'],
    ARRAY['Generic look', 'Heavy if not customized', 'jQuery dependency (v4 removed)'],
    'MIT',
    ARRAY['Business Websites', 'Admin Dashboards', 'Prototyping', 'Legacy Projects']),

('Bulma', 'css-framework', 82, 'easy', 85, 'medium', 48, true, false, false,
    ARRAY['Modern CSS framework', 'Flexbox-based layouts', 'Component styling'],
    ARRAY['Modern Flexbox approach', 'No JavaScript', 'Clean syntax', 'Modular'],
    ARRAY['Smaller community', 'Less customizable than Tailwind', 'Fewer components'],
    'MIT',
    ARRAY['Modern Websites', 'Clean Designs', 'Flexbox Layouts']),

('Sass/SCSS', 'css-preprocessor', 90, 'medium', 88, 'large', 0, true, true, true,
    ARRAY['CSS preprocessing', 'Style organization', 'Design systems'],
    ARRAY['Variables and mixins', 'Nested syntax', 'Mature ecosystem', 'Powerful functions'],
    ARRAY['Compilation step needed', 'Learning curve', 'Can become complex'],
    'MIT',
    ARRAY['Large Projects', 'Design Systems', 'Component Libraries', 'Enterprise Apps']),

('Less', 'css-preprocessor', 85, 'easy', 82, 'medium', 0, true, false, false,
    ARRAY['CSS preprocessing', 'Dynamic stylesheets', 'Style enhancement'],
    ARRAY['JavaScript-like syntax', 'Client-side compilation', 'Easy to learn'],
    ARRAY['Less powerful than Sass', 'Smaller community', 'Performance concerns'],
    'Apache 2.0',
    ARRAY['Bootstrap Projects', 'JavaScript-heavy Apps', 'Simple Preprocessing']),

('Styled Components', 'css-in-js', 87, 'medium', 83, 'medium', 12, true, true, true,
    ARRAY['CSS-in-JS', 'Component styling', 'Dynamic styling'],
    ARRAY['Component-scoped styles', 'Dynamic styling', 'JavaScript integration', 'No class name conflicts'],
    ARRAY['Runtime overhead', 'Learning curve', 'Bundle size increase'],
    'MIT',
    ARRAY['React Applications', 'Component Libraries', 'Dynamic Styling']),

('Emotion', 'css-in-js', 85, 'medium', 85, 'medium', 8, true, true, true,
    ARRAY['CSS-in-JS', 'Performance-focused styling', 'Component styling'],
    ARRAY['Performance focused', 'Flexible API', 'Small bundle', 'Framework agnostic'],
    ARRAY['Runtime overhead', 'Learning curve', 'Complex setup options'],
    'MIT',
    ARRAY['React Applications', 'Performance Apps', 'Component Libraries']),

-- State Management
('Redux', 'state-management', 90, 'hard', 85, 'large', 6, true, true, true,
    ARRAY['Application state management', 'Complex state logic', 'Time travel debugging'],
    ARRAY['Predictable state', 'DevTools', 'Middleware ecosystem', 'Time travel debugging'],
    ARRAY['Boilerplate heavy', 'Learning curve', 'Overkill for simple apps'],
    'MIT',
    ARRAY['Large Applications', 'Complex State', 'Enterprise Apps', 'Redux-heavy Ecosystems']),

('MobX', 'state-management', 85, 'medium', 88, 'medium', 16, true, true, true,
    ARRAY['Reactive state management', 'Object-oriented state', 'Simple state updates'],
    ARRAY['Less boilerplate', 'Reactive updates', 'Object-oriented', 'Easy to learn'],
    ARRAY['Magic behavior', 'Debugging challenges', 'Less predictable'],
    'MIT',
    ARRAY['React Applications', 'Rapid Development', 'Object-oriented Apps']),

('Zustand', 'state-management', 82, 'easy', 92, 'small', 1, true, true, true,
    ARRAY['Lightweight state management', 'Simple state logic', 'Hooks-based state'],
    ARRAY['Minimal boilerplate', 'TypeScript friendly', 'Tiny size', 'Simple API'],
    ARRAY['Smaller ecosystem', 'Less mature', 'Fewer learning resources'],
    'MIT',
    ARRAY['Modern React Apps', 'Small to Medium Projects', 'Lightweight State']),

('Recoil', 'state-management', 75, 'medium', 85, 'small', 22, true, true, true,
    ARRAY['Experimental React state', 'Atomic state management', 'Complex state graphs'],
    ARRAY['Atomic state model', 'React integration', 'Async state handling'],
    ARRAY['Experimental status', 'Facebook dependency', 'Complex concepts'],
    'MIT',
    ARRAY['Experimental Projects', 'Complex State Graphs', 'Facebook Ecosystem']),

('Valtio', 'state-management', 78, 'easy', 90, 'small', 3, true, true, true,
    ARRAY['Proxy-based state', 'Mutable state management', 'React state'],
    ARRAY['Mutable API', 'Proxy-based', 'Small size', 'Simple usage'],
    ARRAY['Newer library', 'Proxy limitations', 'Smaller community'],
    'MIT',
    ARRAY['Modern React Apps', 'Simple State Management', 'Prototype Projects']),

-- Testing Frameworks
('Jest', 'testing', 92, 'medium', 88, 'large', 0, true, true, true,
    ARRAY['Unit testing', 'Integration testing', 'Snapshot testing'],
    ARRAY['Zero config', 'Snapshot testing', 'Mocking capabilities', 'Watch mode'],
    ARRAY['Slow for large codebases', 'Memory usage', 'Complex configuration'],
    'MIT',
    ARRAY['JavaScript Testing', 'React Testing', 'Node.js Testing', 'Frontend Testing']),

('Cypress', 'testing', 88, 'medium', 85, 'medium', 0, false, false, true,
    ARRAY['End-to-end testing', 'Integration testing', 'Browser testing'],
    ARRAY['Real browser testing', 'Time travel debugging', 'Easy setup', 'Visual testing'],
    ARRAY['Only Chromium-based browsers', 'Slower than unit tests', 'Flaky tests'],
    'MIT',
    ARRAY['E2E Testing', 'Integration Testing', 'Web Application Testing']),

('Playwright', 'testing', 85, 'medium', 90, 'medium', 0, false, false, true,
    ARRAY['Cross-browser testing', 'End-to-end testing', 'Automation'],
    ARRAY['Multi-browser support', 'Fast execution', 'Mobile testing', 'Microsoft backing'],
    ARRAY['Newer tool', 'Learning curve', 'Less mature ecosystem'],
    'Apache 2.0',
    ARRAY['Cross-browser Testing', 'E2E Testing', 'Automation', 'Enterprise Testing']),

('Testing Library', 'testing', 90, 'easy', 90, 'large', 0, true, true, true,
    ARRAY['Component testing', 'User-centric testing', 'Accessibility testing'],
    ARRAY['User-focused testing', 'Framework agnostic', 'Accessibility emphasis', 'Simple API'],
    ARRAY['Opinionated approach', 'Limited for complex interactions'],
    'MIT',
    ARRAY['React Testing', 'Component Testing', 'Accessibility Testing', 'User-focused Testing']),

('Vitest', 'testing', 82, 'easy', 95, 'medium', 0, true, true, true,
    ARRAY['Vite-powered testing', 'Unit testing', 'Fast testing'],
    ARRAY['Vite integration', 'Fast execution', 'Jest compatibility', 'Modern features'],
    ARRAY['Newer tool', 'Vite dependency', 'Smaller ecosystem'],
    'MIT',
    ARRAY['Vite Projects', 'Modern Testing', 'Fast Unit Tests', 'Vue Testing']),

-- UI Component Libraries
('Material-UI (MUI)', 'component-library', 90, 'medium', 85, 'large', 89, true, true, true,
    ARRAY['Material Design apps', 'React components', 'Design systems'],
    ARRAY['Material Design', 'Comprehensive components', 'Theming system', 'TypeScript support'],
    ARRAY['Bundle size', 'Design limitations', 'Learning curve'],
    'MIT',
    ARRAY['Enterprise Apps', 'Admin Dashboards', 'Material Design Apps', 'React Projects']),

('Ant Design', 'component-library', 88, 'medium', 83, 'large', 120, true, true, true,
    ARRAY['Enterprise applications', 'Admin interfaces', 'Data-heavy apps'],
    ARRAY['Enterprise focus', 'Rich components', 'Comprehensive', 'Good documentation'],
    ARRAY['Large bundle size', 'Chinese design language', 'Less customizable'],
    'MIT',
    ARRAY['Enterprise Apps', 'Admin Dashboards', 'Data Management', 'Business Applications']),

('Chakra UI', 'component-library', 85, 'easy', 88, 'medium', 45, true, true, true,
    ARRAY['Modern React apps', 'Accessibility-focused', 'Component systems'],
    ARRAY['Accessibility first', 'Modular design', 'Easy customization', 'TypeScript support'],
    ARRAY['React only', 'Smaller component set', 'Newer library'],
    'MIT',
    ARRAY['Accessible Apps', 'Modern React Apps', 'Custom Design Systems']),

('React Bootstrap', 'component-library', 82, 'easy', 80, 'medium', 65, true, false, true,
    ARRAY['Bootstrap + React', 'Familiar Bootstrap styling', 'Legacy applications'],
    ARRAY['Bootstrap familiarity', 'Easy migration', 'Comprehensive components'],
    ARRAY['Bootstrap limitations', 'Less modern approach', 'jQuery legacy issues'],
    'MIT',
    ARRAY['Bootstrap Migration', 'Legacy Projects', 'Familiar UI Patterns']),

('Semantic UI React', 'component-library', 78, 'medium', 82, 'medium', 78, true, false, true,
    ARRAY['Semantic HTML', 'Natural language API', 'jQuery-free React'],
    ARRAY['Natural language classes', 'Semantic HTML', 'Good theming'],
    ARRAY['Large bundle', 'Development stalled', 'Complex CSS'],
    'MIT',
    ARRAY['Semantic Web', 'Natural Language APIs', 'Legacy Semantic UI']),

-- Mobile & Desktop Frameworks
('Electron', 'desktop', 85, 'medium', 75, 'large', 150000, false, false, true,
    ARRAY['Desktop applications', 'Cross-platform desktop', 'Web to desktop'],
    ARRAY['Web technologies', 'Cross-platform', 'Rapid development', 'Large ecosystem'],
    ARRAY['Resource heavy', 'Security concerns', 'Large app size'],
    'MIT',
    ARRAY['Desktop Apps', 'Cross-platform Desktop', 'Web-based Desktop']),

('Tauri', 'desktop', 80, 'hard', 92, 'small', 10000, false, false, true,
    ARRAY['Lightweight desktop apps', 'Rust-powered desktop', 'Secure desktop apps'],
    ARRAY['Small bundle size', 'Security focused', 'Performance', 'Rust backend'],
    ARRAY['Rust learning curve', 'Newer ecosystem', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Secure Desktop Apps', 'Performance Desktop', 'Rust Ecosystem']),

('Flutter Web', 'cross-platform', 78, 'hard', 85, 'medium', 0, true, false, false,
    ARRAY['Cross-platform web', 'Mobile to web', 'Dart applications'],
    ARRAY['Cross-platform consistency', 'High performance', 'Single codebase'],
    ARRAY['Large bundle size', 'SEO challenges', 'Dart language barrier'],
    'BSD-3-Clause',
    ARRAY['Cross-platform Apps', 'Mobile-first Web', 'Dart Ecosystem']),

('Capacitor', 'mobile', 82, 'medium', 80, 'medium', 0, true, false, true,
    ARRAY['Hybrid mobile apps', 'Web to mobile', 'Progressive Web Apps'],
    ARRAY['Web technologies', 'Plugin ecosystem', 'Modern approach', 'PWA integration'],
    ARRAY['Performance vs native', 'Platform limitations', 'WebView dependency'],
    'MIT',
    ARRAY['Hybrid Mobile', 'PWA to Mobile', 'Cross-platform Mobile']),

('PhoneGap/Cordova', 'mobile', 70, 'medium', 70, 'medium', 0, true, false, false,
    ARRAY['Legacy mobile apps', 'Hybrid applications', 'Cross-platform mobile'],
    ARRAY['Mature platform', 'Plugin ecosystem', 'Cross-platform'],
    ARRAY['Performance issues', 'Declining popularity', 'WebView limitations'],
    'Apache 2.0',
    ARRAY['Legacy Mobile Apps', 'Cross-platform Mobile', 'Hybrid Development']),

-- Animation & Graphics
('Three.js', 'graphics', 92, 'hard', 95, 'large', 580, true, false, false,
    ARRAY['3D graphics', 'WebGL applications', 'Interactive visualizations'],
    ARRAY['Powerful 3D capabilities', 'WebGL abstraction', 'Large community', 'Extensive features'],
    ARRAY['Steep learning curve', 'Large bundle', 'Complex for simple use'],
    'MIT',
    ARRAY['3D Visualization', 'Games', 'Interactive Art', 'Data Visualization']),

('Framer Motion', 'animation', 88, 'medium', 90, 'medium', 32, true, true, true,
    ARRAY['React animations', 'Page transitions', 'Interactive animations'],
    ARRAY['React integration', 'Declarative animations', 'Gesture support', 'Layout animations'],
    ARRAY['React only', 'Bundle size', 'Performance with complex animations'],
    'MIT',
    ARRAY['React Animations', 'Interactive UIs', 'Page Transitions', 'Micro-interactions']),

('GSAP', 'animation', 95, 'medium', 98, 'large', 165, true, false, false,
    ARRAY['Complex animations', 'Timeline animations', 'Performance animations'],
    ARRAY['Industry standard', 'Excellent performance', 'Timeline control', 'Cross-browser'],
    ARRAY['Commercial license for some features', 'Learning curve', 'Bundle size'],
    'Custom',
    ARRAY['Animation-heavy Sites', 'Interactive Media', 'Advertising', 'Creative Agencies']),

('Lottie Web', 'animation', 85, 'easy', 88, 'medium', 145, true, false, false,
    ARRAY['After Effects animations', 'SVG animations', 'Icon animations'],
    ARRAY['After Effects integration', 'Vector animations', 'Small file sizes', 'Interactive animations'],
    ARRAY['After Effects dependency', 'Limited to vector', 'Complexity for simple animations'],
    'MIT',
    ARRAY['Icon Animations', 'Micro-interactions', 'Loading Animations', 'Brand Animations']),

('Anime.js', 'animation', 80, 'easy', 85, 'medium', 14, true, false, false,
    ARRAY['Lightweight animations', 'CSS animations', 'DOM animations'],
    ARRAY['Lightweight', 'Simple API', 'CSS and JS animations', 'Timeline support'],
    ARRAY['Less features than GSAP', 'Smaller community'],
    'MIT',
    ARRAY['Simple Animations', 'Lightweight Projects', 'CSS Animations']),

-- Data Visualization
('D3.js', 'visualization', 95, 'hard', 95, 'large', 250, true, false, false,
    ARRAY['Data visualization', 'Custom charts', 'Interactive graphics'],
    ARRAY['Unlimited customization', 'Data binding', 'SVG manipulation', 'Powerful selections'],
    ARRAY['Steep learning curve', 'Verbose syntax', 'Time-consuming development'],
    'BSD-3-Clause',
    ARRAY['Data Visualization', 'Interactive Charts', 'Scientific Visualization', 'Business Intelligence']),

('Chart.js', 'visualization', 88, 'easy', 85, 'large', 65, true, false, false,
    ARRAY['Simple charts', 'Dashboard charts', 'Responsive charts'],
    ARRAY['Easy to use', 'Responsive', 'Good documentation', 'Plugin ecosystem'],
    ARRAY['Limited customization', 'Performance with large datasets', 'Canvas-based only'],
    'MIT',
    ARRAY['Dashboards', 'Simple Analytics', 'Business Reports', 'Admin Panels']),

('Plotly.js', 'visualization', 90, 'medium', 88, 'medium', 3400, true, false, false,
    ARRAY['Scientific visualization', 'Interactive plots', 'Statistical charts'],
    ARRAY['Scientific focus', 'Interactive charts', 'Statistical functions', '3D plotting'],
    ARRAY['Large bundle size', 'Complex for simple charts', 'Commercial licensing'],
    'MIT',
    ARRAY['Scientific Applications', 'Data Analysis', 'Research', 'Interactive Dashboards']),

('Recharts', 'visualization', 85, 'easy', 83, 'medium', 95, true, true, true,
    ARRAY['React charts', 'Dashboard components', 'Responsive charts'],
    ARRAY['React integration', 'Declarative', 'Responsive', 'Composable'],
    ARRAY['React only', 'Limited chart types', 'SVG performance'],
    'MIT',
    ARRAY['React Applications', 'Dashboards', 'Analytics', 'Business Intelligence']),

('Victory', 'visualization', 82, 'medium', 85, 'medium', 180, true, true, true,
    ARRAY['React/React Native charts', 'Mobile charts', 'Animated charts'],
    ARRAY['React/RN support', 'Animation support', 'Modular', 'Themeable'],
    ARRAY['Large bundle', 'Complex API', 'Performance concerns'],
    'MIT',
    ARRAY['React Applications', 'Mobile Charts', 'Animated Visualizations']),

-- Web Components & Micro Frontends
('Lit', 'web-components', 85, 'medium', 90, 'medium', 15, true, true, true,
    ARRAY['Web components', 'Custom elements', 'Reusable components'],
    ARRAY['Standards-based', 'Lightweight', 'Framework agnostic', 'TypeScript support'],
    ARRAY['Browser support limitations', 'Smaller ecosystem', 'Learning curve'],
    'BSD-3-Clause',
    ARRAY['Component Libraries', 'Design Systems', 'Cross-framework Components']),

('Stencil', 'web-components', 83, 'medium', 88, 'medium', 0, true, true, true,
    ARRAY['Web components compiler', 'Design systems', 'Component libraries'],
    ARRAY['Compiler approach', 'Framework agnostic output', 'TypeScript built-in', 'Small runtime'],
    ARRAY['Ionic dependency', 'Compilation complexity', 'Smaller community'],
    'MIT',
    ARRAY['Design Systems', 'Component Libraries', 'Cross-framework Solutions']),

('Single SPA', 'micro-frontend', 80, 'hard', 85, 'small', 25, true, true, true,
    ARRAY['Micro frontends', 'Application orchestration', 'Legacy integration'],
    ARRAY['Framework agnostic', 'Legacy integration', 'Independent deployments', 'Team scalability'],
    ARRAY['Complex setup', 'Debugging challenges', 'Performance overhead'],
    'MIT',
    ARRAY['Large Organizations', 'Legacy Integration', 'Multi-team Development']),

('Module Federation', 'micro-frontend', 78, 'hard', 88, 'small', 0, true, true, true,
    ARRAY['Webpack micro frontends', 'Runtime module sharing', 'Distributed applications'],
    ARRAY['Runtime sharing', 'Webpack integration', 'Dynamic imports', 'Team independence'],
    ARRAY['Webpack 5 requirement', 'Complex configuration', 'Debugging complexity'],
    'MIT',
    ARRAY['Enterprise Applications', 'Distributed Teams', 'Micro Frontend Architecture']),

-- Static Site Generators
('Hugo', 'static-generator', 90, 'medium', 95, 'large', 0, false, false, false,
    ARRAY['Static sites', 'Documentation', 'Blogs'],
    ARRAY['Extremely fast builds', 'No runtime dependencies', 'Flexible templating', 'Large theme ecosystem'],
    ARRAY['Go templating syntax', 'Limited dynamic features', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Static Sites', 'Documentation', 'Blogs', 'Marketing Sites']),

('Jekyll', 'static-generator', 85, 'medium', 85, 'large', 0, false, false, false,
    ARRAY['GitHub Pages', 'Blogs', 'Documentation'],
    ARRAY['GitHub integration', 'Ruby ecosystem', 'Liquid templating', 'Plugin system'],
    ARRAY['Ruby dependency', 'Slower builds', 'GitHub Pages limitations'],
    'MIT',
    ARRAY['GitHub Pages', 'Blogs', 'Personal Sites', 'Documentation']),

('Eleventy', 'static-generator', 82, 'easy', 90, 'medium', 0, false, false, true,
    ARRAY['Static sites', 'JAMstack', 'Flexible templating'],
    ARRAY['Template engine flexibility', 'JavaScript-based', 'Zero config', 'Fast builds'],
    ARRAY['Smaller ecosystem', 'Less opinionated', 'Fewer themes'],
    'MIT',
    ARRAY['JAMstack Sites', 'Flexible Templates', 'Developer-focused Sites']),

('Astro', 'static-generator', 88, 'medium', 92, 'medium', 0, false, true, true,
    ARRAY['Component islands', 'Multi-framework sites', 'Performance-focused sites'],
    ARRAY['Component islands architecture', 'Multi-framework support', 'Excellent performance', 'Modern approach'],
    ARRAY['Newer framework', 'Learning curve', 'Smaller ecosystem'],
    'MIT',
    ARRAY['Performance Sites', 'Multi-framework Projects', 'Content Sites']),

-- CMS & Headless Solutions
('Strapi', 'headless-cms', 85, 'medium', 83, 'medium', 0, false, true, true,
    ARRAY['Headless CMS', 'API-first content', 'Custom admin panels'],
    ARRAY['Open source', 'Customizable', 'REST and GraphQL APIs', 'Plugin ecosystem'],
    ARRAY['Self-hosted complexity', 'Performance at scale', 'Security responsibilities'],
    'MIT',
    ARRAY['Content Management', 'API-first Sites', 'Custom Admin Panels']),

('Contentful', 'headless-cms', 88, 'easy', 90, 'large', 0, false, true, true,
    ARRAY['Headless CMS', 'Content delivery', 'Multi-platform content'],
    ARRAY['Powerful API', 'CDN delivery', 'Multi-platform', 'Developer-friendly'],
    ARRAY['Pricing model', 'Vendor lock-in', 'Complex content modeling'],
    'Proprietary',
    ARRAY['Content-heavy Sites', 'Multi-platform Content', 'Enterprise CMS']),

('Sanity', 'headless-cms', 87, 'medium', 88, 'medium', 0, false, true, true,
    ARRAY['Structured content', 'Real-time collaboration', 'Custom editing'],
    ARRAY['Real-time collaboration', 'Flexible content modeling', 'Custom studio', 'GROQ query language'],
    ARRAY['Learning curve', 'Pricing model', 'Complex for simple sites'],
    'MIT',
    ARRAY['Collaborative Content', 'Custom Editorial', 'Real-time Applications']),

-- PWA & Service Workers
('Workbox', 'pwa', 88, 'medium', 90, 'large', 0, true, false, true,
    ARRAY['Service workers', 'PWA features', 'Offline functionality'],
    ARRAY['Google backing', 'Comprehensive PWA tools', 'Flexible caching', 'Build tool integration'],
    ARRAY['Complex configuration', 'Learning curve', 'Google dependency'],
    'MIT',
    ARRAY['Progressive Web Apps', 'Offline Applications', 'Service Worker Management']),

('PWA Builder', 'pwa', 82, 'easy', 85, 'medium', 0, true, false, false,
    ARRAY['PWA conversion', 'App store publishing', 'PWA validation'],
    ARRAY['Easy PWA creation', 'App store integration', 'Microsoft backing', 'Validation tools'],
    ARRAY['Limited customization', 'Microsoft ecosystem focus'],
    'MIT',
    ARRAY['PWA Development', 'App Store Publishing', 'PWA Validation']),

-- E-commerce Solutions
('Shopify Storefront API', 'e-commerce', 85, 'medium', 88, 'large', 0, true, true, true,
    ARRAY['Custom storefronts', 'Headless e-commerce', 'E-commerce integration'],
    ARRAY['Shopify integration', 'GraphQL API', 'Payment processing', 'Inventory management'],
    ARRAY['Shopify dependency', 'Pricing model', 'Limited customization'],
    'Proprietary',
    ARRAY['E-commerce', 'Custom Storefronts', 'Headless Commerce']),

('WooCommerce REST API', 'e-commerce', 82, 'medium', 80, 'large', 0, true, true, false,
    ARRAY['WordPress e-commerce', 'Custom shop fronts', 'E-commerce integration'],
    ARRAY['WordPress integration', 'Extensive plugins', 'Open source', 'REST API'],
    ARRAY['WordPress dependency', 'Performance limitations', 'Security concerns'],
    'GPL',
    ARRAY['WordPress E-commerce', 'Small Business', 'Content + Commerce']),

('Saleor', 'e-commerce', 80, 'hard', 85, 'small', 0, false, true, true,
    ARRAY['Headless e-commerce', 'GraphQL commerce', 'Custom e-commerce'],
    ARRAY['GraphQL API', 'Headless architecture', 'Modern tech stack', 'Customizable'],
    ARRAY['Self-hosted complexity', 'Smaller ecosystem', 'Learning curve'],
    'BSD-3-Clause',
    ARRAY['Custom E-commerce', 'Headless Commerce', 'GraphQL Applications']),

-- Real-time & Communication
('Socket.IO', 'real-time', 90, 'medium', 88, 'large', 65, true, false, false,
    ARRAY['Real-time communication', 'WebSocket abstraction', 'Chat applications'],
    ARRAY['Fallback mechanisms', 'Easy to use', 'Room support', 'Cross-platform'],
    ARRAY['Bundle size', 'Server dependency', 'Overhead for simple use'],
    'MIT',
    ARRAY['Real-time Apps', 'Chat Applications', 'Collaborative Tools', 'Live Updates']),

('WebRTC', 'real-time', 85, 'hard', 92, 'medium', 0, true, false, false,
    ARRAY['Peer-to-peer communication', 'Video calling', 'File sharing'],
    ARRAY['Direct peer connection', 'Low latency', 'Browser native', 'Secure'],
    ARRAY['Complex implementation', 'Browser compatibility', 'NAT traversal'],
    'W3C Standard',
    ARRAY['Video Calling', 'Peer-to-peer Apps', 'File Sharing', 'Gaming']),

('PeerJS', 'real-time', 80, 'medium', 85, 'small', 85, true, false, false,
    ARRAY['Simple WebRTC', 'Peer-to-peer apps', 'Video chat'],
    ARRAY['WebRTC abstraction', 'Simple API', 'Broker service', 'Easy setup'],
    ARRAY['Service dependency', 'Limited features', 'Scaling challenges'],
    'MIT',
    ARRAY['Simple P2P Apps', 'Video Chat', 'File Sharing', 'WebRTC Learning']),

-- Authentication & Security
('Auth0', 'authentication', 88, 'easy', 90, 'large', 0, true, true, true,
    ARRAY['User authentication', 'SSO solutions', 'Identity management'],
    ARRAY['Comprehensive auth', 'Social logins', 'Enterprise features', 'SDKs for all platforms'],
    ARRAY['Pricing model', 'Vendor lock-in', 'Complex for simple needs'],
    'Proprietary',
    ARRAY['Enterprise Apps', 'SaaS Platforms', 'Authentication Services']),

('Firebase Auth', 'authentication', 85, 'easy', 88, 'large', 0, true, false, false,
    ARRAY['Google authentication', 'Social logins', 'Mobile authentication'],
    ARRAY['Google integration', 'Multiple providers', 'Real-time', 'Mobile SDKs'],
    ARRAY['Google dependency', 'Pricing model', 'Limited customization'],
    'Proprietary',
    ARRAY['Google Ecosystem', 'Mobile Apps', 'Quick Authentication']),

('NextAuth.js', 'authentication', 82, 'medium', 85, 'medium', 45, true, true, true,
    ARRAY['Next.js authentication', 'OAuth integration', 'Session management'],
    ARRAY['Next.js integration', 'Multiple providers', 'TypeScript support', 'Flexible'],
    ARRAY['Next.js dependency', 'Configuration complexity', 'Documentation gaps'],
    'ISC',
    ARRAY['Next.js Apps', 'OAuth Integration', 'Full-stack Authentication']),

-- Performance & Monitoring
('Lighthouse', 'performance', 95, 'easy', 95, 'large', 0, true, false, false,
    ARRAY['Performance auditing', 'SEO analysis', 'Accessibility testing'],
    ARRAY['Comprehensive audits', 'Google backing', 'CI integration', 'Best practices'],
    ARRAY['Google-focused metrics', 'Limited real-user data'],
    'Apache 2.0',
    ARRAY['Performance Optimization', 'SEO Auditing', 'Accessibility Testing']),

('Web Vitals', 'performance', 88, 'easy', 92, 'large', 3, true, false, false,
    ARRAY['Core Web Vitals', 'Performance monitoring', 'UX metrics'],
    ARRAY['Google recommended', 'Real user metrics', 'Small library', 'SEO impact'],
    ARRAY['Google dependency', 'Limited metrics', 'Browser support'],
    'Apache 2.0',
    ARRAY['Performance Monitoring', 'SEO Optimization', 'UX Measurement']),

('Sentry', 'monitoring', 90, 'easy', 90, 'large', 0, true, true, true,
    ARRAY['Error tracking', 'Performance monitoring', 'Application monitoring'],
    ARRAY['Comprehensive monitoring', 'Error tracking', 'Performance insights', 'Alerting'],
    ARRAY['Pricing model', 'Data privacy concerns', 'Overhead'],
    'Proprietary',
    ARRAY['Production Monitoring', 'Error Tracking', 'Performance Monitoring']),

-- API & Data Fetching
('Axios', 'http-client', 92, 'easy', 85, 'large', 32, true, true, false,
    ARRAY['HTTP requests', 'API communication', 'Request/response handling'],
    ARRAY['Promise-based', 'Request/response interceptors', 'Browser/Node support', 'Easy to use'],
    ARRAY['Bundle size', 'Fetch API alternative exists', 'Configuration complexity'],
    'MIT',
    ARRAY['API Communication', 'HTTP Requests', 'Legacy Browser Support']),

('Fetch API', 'http-client', 95, 'easy', 92, 'large', 0, true, false, false,
    ARRAY['Native HTTP requests', 'Modern API calls', 'Browser-native requests'],
    ARRAY['Native browser API', 'Promise-based', 'Streaming support', 'No dependencies'],
    ARRAY['Limited browser support', 'No request/response interceptors', 'Verbose error handling'],
    'Web Standard',
    ARRAY['Modern Web Apps', 'Native API Calls', 'Lightweight Requests']),

('Apollo Client', 'graphql', 88, 'hard', 85, 'large', 95, true, true, true,
    ARRAY['GraphQL client', 'State management', 'Caching layer'],
    ARRAY['Comprehensive GraphQL', 'Intelligent caching', 'Developer tools', 'Framework integrations'],
    ARRAY['GraphQL complexity', 'Bundle size', 'Learning curve'],
    'MIT',
    ARRAY['GraphQL Applications', 'Complex State Management', 'Data-heavy Apps']),

('React Query/TanStack Query', 'data-fetching', 90, 'medium', 92, 'large', 35, true, true, true,
    ARRAY['Server state management', 'Data fetching', 'Caching'],
    ARRAY['Excellent caching', 'Background updates', 'Framework agnostic', 'DevTools'],
    ARRAY['Learning curve', 'Opinionated approach', 'Complex for simple use'],
    'MIT',
    ARRAY['Data-heavy Apps', 'Server State', 'API Integration', 'Caching Solutions']),

('SWR', 'data-fetching', 85, 'easy', 90, 'medium', 25, true, true, true,
    ARRAY['Data fetching', 'Cache management', 'Revalidation'],
    ARRAY['Simple API', 'Automatic revalidation', 'TypeScript support', 'Small size'],
    ARRAY['Less features than React Query', 'React-focused'],
    'MIT',
    ARRAY['Simple Data Fetching', 'React Applications', 'Cache Management']),

-- Utility Libraries
('Ramda', 'utility', 85, 'hard', 88, 'medium', 156, true, true, false,
    ARRAY['Functional programming', 'Data transformation', 'Immutable operations'],
    ARRAY['Functional programming', 'Currying support', 'Immutable', 'Pure functions'],
    ARRAY['Bundle size', 'Functional paradigm barrier', 'Performance overhead'],
    'MIT',
    ARRAY['Functional Programming', 'Data Transformation', 'Immutable Operations']),

('RxJS', 'reactive', 90, 'hard', 88, 'large', 165, true, true, true,
    ARRAY['Reactive programming', 'Event handling', 'Async operations'],
    ARRAY['Powerful reactive model', 'Comprehensive operators', 'Angular integration', 'Complex event handling'],
    ARRAY['Steep learning curve', 'Bundle size', 'Overkill for simple use'],
    'Apache 2.0',
    ARRAY['Reactive Programming', 'Complex Event Handling', 'Angular Applications']),

('Immutable.js', 'utility', 80, 'medium', 85, 'medium', 65, true, true, false,
    ARRAY['Immutable data structures', 'State management', 'Performance optimization'],
    ARRAY['Persistent data structures', 'Performance benefits', 'Immutability guarantee'],
    ARRAY['Bundle size', 'API learning curve', 'JavaScript interop'],
    'MIT',
    ARRAY['Immutable State', 'Performance Optimization', 'Complex State Management']),

('Immer', 'utility', 88, 'easy', 90, 'large', 12, true, true, true,
    ARRAY['Immutable updates', 'State mutations', 'Redux integration'],
    ARRAY['Simple API', 'Mutable-style updates', 'Small size', 'Redux integration'],
    ARRAY['Proxy limitations', 'Performance overhead', 'Magic behavior'],
    'MIT',
    ARRAY['Immutable Updates', 'Redux Applications', 'State Management']),

-- Form Libraries
('Formik', 'forms', 85, 'medium', 80, 'large', 45, true, true, true,
    ARRAY['React forms', 'Form validation', 'Form state management'],
    ARRAY['Comprehensive form handling', 'Validation integration', 'Field-level validation'],
    ARRAY['Bundle size', 'Performance with large forms', 'Complex API'],
    'Apache 2.0',
    ARRAY['React Forms', 'Complex Forms', 'Validation-heavy Forms']),

('React Hook Form', 'forms', 90, 'easy', 92, 'large', 25, true, true, true,
    ARRAY['Performant forms', 'Minimal re-renders', 'Form validation'],
    ARRAY['Excellent performance', 'Minimal re-renders', 'TypeScript support', 'Small bundle'],
    ARRAY['React only', 'Different mental model', 'Less mature ecosystem'],
    'MIT',
    ARRAY['Performance Forms', 'React Applications', 'TypeScript Forms']),

('Final Form', 'forms', 80, 'medium', 85, 'medium', 18, true, true, true,
    ARRAY['Framework-agnostic forms', 'Subscription-based forms', 'High-performance forms'],
    ARRAY['Framework agnostic', 'Subscription model', 'Performance focused'],
    ARRAY['Complex API', 'Smaller ecosystem', 'Learning curve'],
    'MIT',
    ARRAY['Framework-agnostic Forms', 'Performance Forms', 'Complex Form Logic']),

-- Routing
('React Router', 'routing', 92, 'medium', 85, 'large', 25, true, true, true,
    ARRAY['React routing', 'SPA navigation', 'Dynamic routing'],
    ARRAY['Comprehensive routing', 'Dynamic routes', 'Nested routing', 'History management'],
    ARRAY['Complex for simple needs', 'Breaking changes', 'Bundle size'],
    'MIT',
    ARRAY['React SPAs', 'Complex Navigation', 'Dynamic Routing']),

('Reach Router', 'routing', 75, 'easy', 80, 'medium', 12, true, true, true,
    ARRAY['React routing', 'Accessible routing', 'Simple navigation'],
    ARRAY['Accessibility focused', 'Simple API', 'Small size'],
    ARRAY['Merged into React Router', 'Limited features', 'Discontinued'],
    'MIT',
    ARRAY['Legacy React Apps', 'Simple Routing', 'Accessibility-focused']),

('Vue Router', 'routing', 88, 'easy', 88, 'large', 22, true, true, true,
    ARRAY['Vue.js routing', 'SPA navigation', 'Vue applications'],
    ARRAY['Vue integration', 'Simple API', 'Nested routes', 'Guards'],
    ARRAY['Vue dependency', 'Less flexible than React Router'],
    'MIT',
    ARRAY['Vue Applications', 'Vue SPAs', 'Vue Navigation']),

('Angular Router', 'routing', 90, 'medium', 88, 'large', 0, true, true, true,
    ARRAY['Angular routing', 'Enterprise routing', 'Feature modules'],
    ARRAY['Enterprise features', 'Guards and resolvers', 'Lazy loading', 'Angular integration'],
    ARRAY['Angular dependency', 'Complex for simple needs', 'Learning curve'],
    'MIT',
    ARRAY['Angular Applications', 'Enterprise Routing', 'Feature Modules']),

-- Date & Time
('date-fns', 'utility', 90, 'easy', 92, 'large', 78, true, true, true,
    ARRAY['Date manipulation', 'Functional date utils', 'Immutable dates'],
    ARRAY['Functional approach', 'Tree-shakable', 'Immutable', 'TypeScript support'],
    ARRAY['Large full bundle', 'Function naming', 'Different API paradigm'],
    'MIT',
    ARRAY['Modern Date Handling', 'Functional Programming', 'Tree-shaking Projects']),

('Luxon', 'utility', 85, 'medium', 88, 'medium', 65, true, true, true,
    ARRAY['DateTime manipulation', 'Timezone handling', 'Internationalization'],
    ARRAY['Modern API', 'Timezone support', 'Immutable', 'Successor to Moment'],
    ARRAY['Bundle size', 'Learning curve', 'Smaller ecosystem'],
    'MIT',
    ARRAY['Timezone-heavy Apps', 'International Applications', 'Modern Date Handling']),

-- Internationalization
('React Intl', 'i18n', 88, 'medium', 85, 'large', 145, true, true, true,
    ARRAY['React internationalization', 'Localization', 'Message formatting'],
    ARRAY['Comprehensive i18n', 'ICU message format', 'React integration', 'Pluralization'],
    ARRAY['Bundle size', 'Complex setup', 'React dependency'],
    'BSD-3-Clause',
    ARRAY['International React Apps', 'Localization', 'Multi-language Apps']),

('i18next', 'i18n', 90, 'medium', 88, 'large', 45, true, true, true,
    ARRAY['Internationalization framework', 'Translation management', 'Dynamic translations'],
    ARRAY['Framework agnostic', 'Plugin ecosystem', 'Dynamic loading', 'Namespace support'],
    ARRAY['Complex configuration', 'Learning curve', 'Plugin dependencies'],
    'MIT',
    ARRAY['Multi-language Apps', 'Translation Management', 'International Applications']),

('React i18next', 'i18n', 87, 'medium', 88, 'large', 15, true, true, true,
    ARRAY['React i18n integration', 'Translation hooks', 'Component translation'],
    ARRAY['React hooks', 'i18next integration', 'Suspense support', 'TypeScript support'],
    ARRAY['i18next dependency', 'React dependency', 'Configuration complexity'],
    'MIT',
    ARRAY['React i18n', 'Hook-based Translation', 'Modern React Apps']),

-- Code Quality & Linting
('ESLint', 'linting', 95, 'medium', 90, 'large', 0, true, true, true,
    ARRAY['JavaScript linting', 'Code quality', 'Style enforcement'],
    ARRAY['Highly configurable', 'Plugin ecosystem', 'IDE integration', 'Custom rules'],
    ARRAY['Configuration complexity', 'Performance with large codebases', 'Rule conflicts'],
    'MIT',
    ARRAY['All JavaScript Projects', 'Code Quality', 'Team Standards']),

('Prettier', 'formatting', 92, 'easy', 95, 'large', 0, true, true, true,
    ARRAY['Code formatting', 'Style consistency', 'Automatic formatting'],
    ARRAY['Opinionated formatting', 'Language support', 'IDE integration', 'Consistent output'],
    ARRAY['Limited customization', 'Formatting conflicts', 'Opinionated decisions'],
    'MIT',
    ARRAY['All Projects', 'Code Consistency', 'Team Standards', 'Automated Formatting']),

('Husky', 'git-hooks', 88, 'easy', 90, 'large', 0, false, false, false,
    ARRAY['Git hooks', 'Pre-commit validation', 'Code quality gates'],
    ARRAY['Easy git hooks', 'npm integration', 'Team enforcement', 'Simple setup'],
    ARRAY['Git dependency', 'Team coordination needed', 'Bypass possibilities'],
    'MIT',
    ARRAY['Code Quality', 'Team Development', 'Git Workflows', 'Pre-commit Validation']),

('lint-staged', 'git-hooks', 85, 'easy', 88, 'large', 0, false, false, false,
    ARRAY['Staged file linting', 'Pre-commit optimization', 'Incremental linting'],
    ARRAY['Performance optimization', 'Staged files only', 'Tool integration', 'Faster commits'],
    ARRAY['Git dependency', 'Configuration needed', 'Limited scope'],
    'MIT',
    ARRAY['Performance Linting', 'Large Codebases', 'Team Development']); 
    
    -- Backend Technologies Database - 200 Unique Records
INSERT INTO backend_technologies 
(name, language_base, architecture_type, maturity_score, learning_curve, performance_rating, scalability_rating, memory_efficiency, concurrent_handling, api_capabilities, primary_use_cases, strengths, weaknesses, license_type, domain) 
VALUES

-- Python Frameworks & Tools
('Django', 'python', 'monolithic', 95, 'medium', 82, 88, 75, 'excellent',
 ARRAY['RESTful APIs','Admin interface','ORM','Authentication'],
 ARRAY['Web applications','Content management','E-commerce','Social platforms'],
 ARRAY['Batteries included','Secure by default','Excellent documentation','Large community'],
 ARRAY['Heavy for simple apps','Monolithic structure','Learning curve'],
 'BSD',
 ARRAY['Content Management','E-commerce','Social Media','Education']),

('FastAPI', 'python', 'microservices', 92, 'easy', 91, 89, 84, 'excellent',
 ARRAY['OpenAPI','Async APIs','WebSocket','Type validation'],
 ARRAY['APIs','Microservices','Real-time apps','Data science APIs'],
 ARRAY['High performance','Auto documentation','Type hints','Modern Python'],
 ARRAY['Relatively new','Limited ecosystem','async complexity'],
 'MIT',
 ARRAY['APIs','Data Science','Startups','Real-time Systems']),

('Tornado', 'python', 'microservices', 85, 'medium', 86, 82, 78, 'excellent',
 ARRAY['WebSocket','Long polling','Async I/O','Real-time'],
 ARRAY['Real-time apps','Chat systems','Gaming backends','IoT'],
 ARRAY['Async networking','Scalable','WebSocket support','Lightweight'],
 ARRAY['Complex async code','Smaller community','Limited features'],
 'Apache 2.0',
 ARRAY['Real-time','Gaming','IoT','Chat Systems']),

('Bottle', 'python', 'microservices', 78, 'easy', 75, 65, 88, 'good',
 ARRAY['RESTful APIs','Template engine','Basic routing'],
 ARRAY['Prototypes','Small APIs','Learning projects','Embedded systems'],
 ARRAY['Single file','No dependencies','Simple','Fast start'],
 ARRAY['Limited features','Not production ready','Small ecosystem'],
 'MIT',
 ARRAY['Prototyping','Education','Embedded','Personal Projects']),

('Pyramid', 'python', 'flexible', 88, 'hard', 80, 85, 76, 'good',
 ARRAY['RESTful APIs','Flexible routing','Security','Traversal'],
 ARRAY['Complex web apps','Enterprise systems','Custom solutions'],
 ARRAY['Highly flexible','Good security','Traversal routing','Scalable'],
 ARRAY['Complex configuration','Steep learning curve','Verbose'],
 'BSD',
 ARRAY['Enterprise','Complex Applications','Custom Solutions']),

-- JavaScript/Node.js Frameworks
('Express.js', 'javascript', 'microservices', 96, 'easy', 83, 86, 80, 'excellent',
 ARRAY['RESTful APIs','Middleware','Template engines','Static serving'],
 ARRAY['Web APIs','Single page apps','Microservices','Real-time apps'],
 ARRAY['Minimalist','Flexible','Large ecosystem','Fast development'],
 ARRAY['Callback hell','Security concerns','Performance limits'],
 'MIT',
 ARRAY['Web Development','APIs','Startups','Real-time']),

('Koa.js', 'javascript', 'microservices', 82, 'medium', 85, 84, 82, 'excellent',
 ARRAY['Async/await','Middleware','Context object','Error handling'],
 ARRAY['Modern APIs','Async applications','Lightweight services'],
 ARRAY['Modern async/await','Lightweight','Better error handling','Context'],
 ARRAY['Smaller ecosystem','Learning curve','Less middleware'],
 'MIT',
 ARRAY['Modern APIs','Lightweight Services','Async Applications']),

('Nest.js', 'typescript', 'microservices', 89, 'hard', 88, 90, 79, 'excellent',
 ARRAY['GraphQL','REST APIs','WebSocket','Microservices'],
 ARRAY['Enterprise apps','Scalable backends','TypeScript projects'],
 ARRAY['TypeScript native','Decorators','Modular','Angular-like'],
 ARRAY['Complex structure','Learning curve','Overhead'],
 'MIT',
 ARRAY['Enterprise','TypeScript Projects','Scalable Systems']),

('Fastify', 'javascript', 'microservices', 84, 'medium', 92, 87, 85, 'excellent',
 ARRAY['JSON Schema','Plugins','Logging','Validation'],
 ARRAY['High-performance APIs','Microservices','JSON APIs'],
 ARRAY['Very fast','Low overhead','Schema validation','Plugin ecosystem'],
 ARRAY['Newer framework','Smaller community','Learning curve'],
 'MIT',
 ARRAY['High Performance','APIs','Microservices']),

('Hapi.js', 'javascript', 'monolithic', 86, 'medium', 81, 83, 77, 'good',
 ARRAY['Configuration','Validation','Caching','Authentication'],
 ARRAY['Enterprise APIs','Complex routing','Secure applications'],
 ARRAY['Configuration-centric','Built-in features','Good security','Validation'],
 ARRAY['Complex configuration','Heavy','Learning curve'],
 'BSD',
 ARRAY['Enterprise','Secure Applications','Complex APIs']),

-- Java Frameworks
('Spring Boot', 'java', 'microservices', 98, 'hard', 89, 95, 81, 'excellent',
 ARRAY['RESTful APIs','Security','Data access','Microservices'],
 ARRAY['Enterprise apps','Microservices','Banking','E-commerce'],
 ARRAY['Comprehensive','Auto-configuration','Production-ready','Ecosystem'],
 ARRAY['Complex','Memory heavy','Learning curve','Verbose'],
 'Apache 2.0',
 ARRAY['Enterprise','Banking','Healthcare','E-commerce']),

('Quarkus', 'java', 'microservices', 91, 'medium', 94, 92, 88, 'excellent',
 ARRAY['Cloud-native','GraalVM','Reactive','Kubernetes'],
 ARRAY['Cloud applications','Serverless','Container workloads'],
 ARRAY['Fast startup','Low memory','Cloud-native','GraalVM support'],
 ARRAY['Relatively new','Limited ecosystem','Learning curve'],
 'Apache 2.0',
 ARRAY['Cloud Native','Serverless','Containers','Modern Enterprise']),

('Micronaut', 'java', 'microservices', 87, 'medium', 91, 90, 87, 'excellent',
 ARRAY['Dependency injection','AOP','Cloud-native','GraalVM'],
 ARRAY['Microservices','Serverless','Cloud functions'],
 ARRAY['Compile-time DI','Fast startup','Low memory','Reactive'],
 ARRAY['Newer framework','Smaller community','Documentation'],
 'Apache 2.0',
 ARRAY['Microservices','Serverless','Cloud Native']),

('Vert.x', 'java', 'reactive', 85, 'hard', 93, 91, 84, 'excellent',
 ARRAY['Event-driven','Reactive','Polyglot','High concurrency'],
 ARRAY['Real-time systems','IoT','High-throughput apps'],
 ARRAY['High performance','Reactive','Polyglot','Event-driven'],
 ARRAY['Complex programming model','Learning curve','Debugging'],
 'Apache 2.0',
 ARRAY['Real-time','IoT','High Performance','Reactive Systems']),

('Dropwizard', 'java', 'monolithic', 83, 'medium', 84, 82, 78, 'good',
 ARRAY['RESTful APIs','Metrics','Health checks','Configuration'],
 ARRAY['RESTful services','APIs','Microservices'],
 ARRAY['Production-ready','Metrics','Simple','Opinionated'],
 ARRAY['Opinionated','Limited flexibility','Jetty dependency'],
 'Apache 2.0',
 ARRAY['RESTful Services','APIs','Enterprise']),

-- C# / .NET Frameworks
('Blazor Server', 'c#', 'server-side', 88, 'medium', 85, 87, 79, 'good',
 ARRAY['Real-time UI','SignalR','Component-based','Server rendering'],
 ARRAY['Interactive web apps','Real-time dashboards','Enterprise UIs'],
 ARRAY['Real-time updates','C# for web','Component model','Blazor ecosystem'],
 ARRAY['Server dependency','Latency issues','Limited offline'],
 'MIT',
 ARRAY['Enterprise','Real-time Dashboards','Interactive Web']),

('Nancy', 'c#', 'microservices', 79, 'easy', 78, 75, 82, 'good',
 ARRAY['RESTful APIs','Lightweight','Convention-based'],
 ARRAY['Lightweight APIs','Prototypes','Simple web services'],
 ARRAY['Lightweight','Convention over configuration','Simple','Fast'],
 ARRAY['Limited features','Small community','Less support'],
 'MIT',
 ARRAY['Lightweight APIs','Prototypes','Simple Services']),

('ServiceStack', 'c#', 'service-oriented', 86, 'medium', 87, 86, 80, 'excellent',
 ARRAY['Code-first APIs','Multiple formats','Auto-documentation'],
 ARRAY['Service APIs','Enterprise integration','Multi-format APIs'],
 ARRAY['Code-first','Multiple formats','Fast','Good tooling'],
 ARRAY['Commercial license','Learning curve','Complex features'],
 'Commercial/OSS',
 ARRAY['Enterprise Integration','Service APIs','Multi-format']),

-- Go Frameworks
('Gin', 'go', 'microservices', 91, 'easy', 94, 89, 91, 'excellent',
 ARRAY['RESTful APIs','JSON binding','Middleware','Routing'],
 ARRAY['APIs','Microservices','High-performance services'],
 ARRAY['Very fast','Simple','Lightweight','Good performance'],
 ARRAY['Limited features','Small ecosystem','Go-specific'],
 'MIT',
 ARRAY['High Performance APIs','Microservices','Cloud Services']),

('Echo', 'go', 'microservices', 88, 'easy', 92, 87, 89, 'excellent',
 ARRAY['RESTful APIs','Middleware','WebSocket','Template rendering'],
 ARRAY['Web APIs','Real-time apps','Microservices'],
 ARRAY['High performance','Minimalist','Middleware support','Fast routing'],
 ARRAY['Smaller community','Limited features','Documentation'],
 'MIT',
 ARRAY['Web APIs','Real-time','Microservices']),

('Fiber', 'go', 'microservices', 85, 'easy', 95, 88, 92, 'excellent',
 ARRAY['Express-like API','Fast routing','WebSocket','Middleware'],
 ARRAY['High-performance APIs','Real-time services','Express migrants'],
 ARRAY['Extremely fast','Express-like','Low memory','Zero allocation'],
 ARRAY['Newer framework','Breaking changes','Go learning curve'],
 'MIT',
 ARRAY['Extreme Performance','Real-time','High Throughput']),

('Beego', 'go', 'monolithic', 82, 'medium', 86, 84, 85, 'good',
 ARRAY['MVC','ORM','Session','Cache'],
 ARRAY['Web applications','APIs','Enterprise apps'],
 ARRAY['Full-featured','MVC pattern','Built-in ORM','Chinese community'],
 ARRAY['Heavy framework','Complex','Documentation language'],
 'Apache 2.0',
 ARRAY['Web Applications','Enterprise','Full-stack']),

('Buffalo', 'go', 'monolithic', 80, 'medium', 83, 81, 83, 'good',
 ARRAY['Rapid development','Database migrations','Asset pipeline'],
 ARRAY['Web applications','Rapid prototyping','Full-stack apps'],
 ARRAY['Rapid development','Rails-like','Asset pipeline','Generators'],
 ARRAY['Opinionated','Learning curve','Smaller community'],
 'MIT',
 ARRAY['Rapid Development','Full-stack','Prototyping']),

-- Rust Frameworks
('Actix Web', 'rust', 'microservices', 89, 'hard', 97, 92, 95, 'excellent',
 ARRAY['High performance','Actor model','WebSocket','Streaming'],
 ARRAY['High-performance APIs','System services','Real-time apps'],
 ARRAY['Extremely fast','Memory safe','Actor model','High concurrency'],
 ARRAY['Steep learning curve','Rust complexity','Smaller ecosystem'],
 'MIT',
 ARRAY['High Performance','System Services','Memory Critical']),

('Rocket', 'rust', 'monolithic', 86, 'hard', 93, 89, 94, 'good',
 ARRAY['Type-safe routing','Request guards','Code generation'],
 ARRAY['Web applications','Type-safe APIs','System services'],
 ARRAY['Type safety','Code generation','Rust safety','Good ergonomics'],
 ARRAY['Nightly Rust','Learning curve','Compilation time'],
 'MIT',
 ARRAY['Type-safe APIs','System Services','Safety Critical']),

('Warp', 'rust', 'microservices', 84, 'hard', 94, 90, 93, 'excellent',
 ARRAY['Filter-based','Composable','High performance','Type-safe'],
 ARRAY['High-performance APIs','Composable services','System APIs'],
 ARRAY['Composable filters','High performance','Type safe','Functional'],
 ARRAY['Complex filter composition','Learning curve','Documentation'],
 'MIT',
 ARRAY['Composable APIs','High Performance','Functional Style']),

('Axum', 'rust', 'microservices', 87, 'hard', 95, 91, 94, 'excellent',
 ARRAY['Tower ecosystem','Type-safe extractors','Async','Modular'],
 ARRAY['Modern web services','Type-safe APIs','Async applications'],
 ARRAY['Tower integration','Type safety','Modern async','Ergonomic'],
 ARRAY['New framework','Learning curve','Rust complexity'],
 'MIT',
 ARRAY['Modern APIs','Type Safety','Async Services']),

-- PHP Frameworks
('Laravel', 'php', 'monolithic', 96, 'medium', 79, 82, 71, 'good',
 ARRAY['Eloquent ORM','Artisan CLI','Blade templates','Queue system'],
 ARRAY['Web applications','APIs','E-commerce','Content management'],
 ARRAY['Elegant syntax','Rich ecosystem','Excellent documentation','Rapid development'],
 ARRAY['Performance overhead','Memory usage','Framework weight'],
 'MIT',
 ARRAY['Web Development','E-commerce','Content Management','Startups']),

('Symfony', 'php', 'component-based', 94, 'hard', 81, 85, 73, 'good',
 ARRAY['Component system','Dependency injection','Flexible routing'],
 ARRAY['Enterprise applications','Component libraries','Complex systems'],
 ARRAY['Highly flexible','Component-based','Best practices','Long-term support'],
 ARRAY['Complex configuration','Learning curve','Overhead'],
 'MIT',
 ARRAY['Enterprise','Component Libraries','Complex Applications']),

('CodeIgniter', 'php', 'monolithic', 87, 'easy', 76, 75, 78, 'good',
 ARRAY['Simple MVC','Database abstraction','Form validation'],
 ARRAY['Small applications','Learning projects','Rapid prototyping'],
 ARRAY['Simple','Small footprint','Easy to learn','Good documentation'],
 ARRAY['Limited features','Not modern','Smaller ecosystem'],
 'MIT',
 ARRAY['Small Applications','Learning','Rapid Prototyping']),

('Phalcon', 'php', 'monolithic', 83, 'medium', 91, 84, 87, 'good',
 ARRAY['C extension','Full-stack','High performance','ORM'],
 ARRAY['High-performance web apps','APIs','Full-stack applications'],
 ARRAY['Very fast','C extension','Full-featured','Low resource usage'],
 ARRAY['C extension dependency','Complex installation','Learning curve'],
 'BSD',
 ARRAY['High Performance','Full-stack','Performance Critical']),

('Slim Framework', 'php', 'microservices', 85, 'easy', 82, 78, 84, 'good',
 ARRAY['RESTful APIs','Routing','Middleware','PSR standards'],
 ARRAY['APIs','Microservices','Lightweight applications'],
 ARRAY['Lightweight','PSR compliant','Simple','Fast routing'],
 ARRAY['Limited features','Minimal ecosystem','Basic functionality'],
 'MIT',
 ARRAY['APIs','Microservices','Lightweight Services']),

-- Ruby Frameworks
('Sinatra', 'ruby', 'microservices', 89, 'easy', 78, 75, 76, 'good',
 ARRAY['Simple routing','Template rendering','Lightweight'],
 ARRAY['Small applications','APIs','Prototypes'],
 ARRAY['Minimalist','Easy to learn','Flexible','Quick setup'],
 ARRAY['Limited features','Not scalable','Basic functionality'],
 'MIT',
 ARRAY['Small Applications','Prototypes','Simple APIs']),

('Hanami', 'ruby', 'modular', 81, 'medium', 84, 83, 80, 'good',
 ARRAY['Clean architecture','Modular','Functional programming'],
 ARRAY['Clean applications','Modular systems','Alternative to Rails'],
 ARRAY['Clean architecture','Thread-safe','Modular','Functional approach'],
 ARRAY['Smaller community','Learning curve','Limited ecosystem'],
 'MIT',
 ARRAY['Clean Architecture','Modular Systems','Alternative Framework']),

('Grape', 'ruby', 'api-focused', 84, 'medium', 80, 79, 77, 'good',
 ARRAY['RESTful APIs','Versioning','Documentation','Validation'],
 ARRAY['REST APIs','API versioning','Microservices'],
 ARRAY['API-focused','Built-in documentation','Versioning','DSL'],
 ARRAY['API-only','Limited web features','DSL learning'],
 'MIT',
 ARRAY['REST APIs','API Services','Microservices']),

('Roda', 'ruby', 'tree-routing', 78, 'medium', 82, 78, 81, 'good',
 ARRAY['Tree routing','Plugin system','Lightweight'],
 ARRAY['Web applications','Flexible routing','Plugin-based apps'],
 ARRAY['Tree routing','Plugin architecture','Lightweight','Flexible'],
 ARRAY['Smaller community','Learning curve','Limited ecosystem'],
 'MIT',
 ARRAY['Flexible Routing','Plugin-based','Lightweight Web']),

-- Scala Frameworks
('Play Framework', 'scala', 'reactive', 90, 'hard', 88, 89, 82, 'excellent',
 ARRAY['Reactive','Non-blocking I/O','Hot reloading','RESTful'],
 ARRAY['Reactive applications','Real-time systems','Enterprise web apps'],
 ARRAY['Reactive programming','Hot reloading','Scala/Java','Non-blocking'],
 ARRAY['Complex','Learning curve','Memory usage','Compilation time'],
 'Apache 2.0',
 ARRAY['Reactive Systems','Real-time','Enterprise']),

('Akka HTTP', 'scala', 'reactive', 87, 'hard', 91, 92, 85, 'excellent',
 ARRAY['Actor model','Streaming','High concurrency','Reactive'],
 ARRAY['High-throughput APIs','Streaming services','Actor-based systems'],
 ARRAY['Actor model','High performance','Streaming','Reactive'],
 ARRAY['Complex programming model','Learning curve','Akka ecosystem'],
 'Apache 2.0',
 ARRAY['High Throughput','Streaming','Actor Systems']),

('Finatra', 'scala', 'microservices', 83, 'medium', 89, 87, 84, 'good',
 ARRAY['Twitter-style APIs','Dependency injection','Fast','Testing'],
 ARRAY['Microservices','Twitter-scale APIs','Fast services'],
 ARRAY['High performance','Twitter proven','Good testing','DI'],
 ARRAY['Twitter-specific','Learning curve','Limited documentation'],
 'Apache 2.0',
 ARRAY['Microservices','High Scale','Fast APIs']),

-- Kotlin Frameworks
('Ktor', 'kotlin', 'coroutine-based', 86, 'medium', 90, 88, 86, 'excellent',
 ARRAY['Coroutines','Multiplatform','DSL','Lightweight'],
 ARRAY['Multiplatform services','Async applications','Kotlin-first APIs'],
 ARRAY['Coroutines','Kotlin DSL','Multiplatform','Lightweight'],
 ARRAY['Kotlin-specific','Smaller ecosystem','New framework'],
 'Apache 2.0',
 ARRAY['Multiplatform','Kotlin Projects','Async Services']),

('Spring WebFlux', 'kotlin', 'reactive', 89, 'hard', 91, 93, 83, 'excellent',
 ARRAY['Reactive streams','Non-blocking','Functional routing'],
 ARRAY['Reactive applications','High-concurrency services','Non-blocking APIs'],
 ARRAY['Reactive programming','Non-blocking','High concurrency','Spring ecosystem'],
 ARRAY['Reactive complexity','Learning curve','Debugging difficulty'],
 'Apache 2.0',
 ARRAY['Reactive Systems','High Concurrency','Non-blocking']),

-- Clojure Frameworks
('Ring', 'clojure', 'functional', 82, 'hard', 85, 83, 88, 'good',
 ARRAY['Functional middleware','HTTP abstraction','Composable'],
 ARRAY['Functional web apps','Composable services','Clojure applications'],
 ARRAY['Functional approach','Composable','Simple abstraction','Immutable'],
 ARRAY['Functional paradigm','Learning curve','Smaller ecosystem'],
 'Eclipse Public',
 ARRAY['Functional Programming','Composable Services','Clojure Apps']),

('Luminus', 'clojure', 'template-based', 79, 'hard', 82, 80, 86, 'good',
 ARRAY['Template generation','Full-stack','Clojure best practices'],
 ARRAY['Full-stack Clojure apps','Web applications','Rapid development'],
 ARRAY['Clojure best practices','Template-based','Full-stack','Batteries included'],
 ARRAY['Opinionated','Clojure learning curve','Template dependency'],
 'Eclipse Public',
 ARRAY['Full-stack Clojure','Web Applications','Rapid Development']),

-- Erlang/Elixir Frameworks
('Phoenix', 'elixir', 'concurrent', 92, 'medium', 89, 94, 90, 'excellent',
 ARRAY['LiveView','Channels','Fault-tolerant','Real-time'],
 ARRAY['Real-time applications','Chat systems','IoT platforms','Distributed systems'],
 ARRAY['Fault tolerance','Real-time features','Scalability','LiveView'],
 ARRAY['Elixir learning curve','Smaller ecosystem','BEAM VM dependency'],
 'MIT',
 ARRAY['Real-time','Chat Systems','IoT','Distributed Systems']),

('Cowboy', 'erlang', 'concurrent', 85, 'hard', 88, 91, 89, 'excellent',
 ARRAY['WebSocket','HTTP/2','Ranch connection pooling'],
 ARRAY['High-concurrency servers','WebSocket services','Erlang applications'],
 ARRAY['High concurrency','Fault tolerance','WebSocket','HTTP/2'],
 ARRAY['Erlang learning curve','Limited web features','Low-level'],
 'ISC',
 ARRAY['High Concurrency','WebSocket','Fault Tolerant']),

-- Haskell Frameworks
('Servant', 'haskell', 'type-safe', 81, 'very hard', 86, 84, 91, 'good',
 ARRAY['Type-safe APIs','Automatic documentation','Client generation'],
 ARRAY['Type-safe APIs','Functional web services','Academic projects'],
 ARRAY['Type safety','Automatic documentation','Functional','Composable'],
 ARRAY['Very steep learning curve','Haskell complexity','Small ecosystem'],
 'BSD',
 ARRAY['Type-safe APIs','Functional Programming','Academic']),

('Yesod', 'haskell', 'type-safe', 78, 'very hard', 83, 82, 90, 'good',
 ARRAY['Type-safe routing','Template system','Database integration'],
 ARRAY['Type-safe web applications','Functional web development'],
 ARRAY['Type safety','Compile-time guarantees','Functional','Performance'],
 ARRAY['Extreme learning curve','Haskell expertise required','Complex'],
 'BSD',
 ARRAY['Type-safe Web','Functional Development','Academic']),

-- Crystal Frameworks
('Kemal', 'crystal', 'sinatra-like', 79, 'medium', 92, 85, 93, 'good',
 ARRAY['Sinatra-like syntax','WebSocket','Middleware'],
 ARRAY['High-performance web apps','APIs','Ruby-like syntax with speed'],
 ARRAY['Ruby-like syntax','High performance','Low memory','Fast compilation'],
 ARRAY['Small ecosystem','Crystal learning curve','Limited libraries'],
 'MIT',
 ARRAY['High Performance','Ruby-like','Fast APIs']),

('Lucky', 'crystal', 'type-safe', 76, 'medium', 90, 83, 92, 'good',
 ARRAY['Type-safe queries','Compile-time checks','Action-based'],
 ARRAY['Type-safe web applications','Database-heavy apps'],
 ARRAY['Type safety','Compile-time checks','High performance','Crystal benefits'],
 ARRAY['Very new','Small community','Crystal ecosystem'],
 'MIT',
 ARRAY['Type-safe Web','High Performance','Database Apps']),

-- Nim Frameworks
('Jester', 'nim', 'sinatra-like', 74, 'medium', 91, 82, 94, 'good',
 ARRAY['Sinatra-like routing','Async support','Template engine'],
 ARRAY['High-performance web services','Async applications'],
 ARRAY['High performance','Low memory','Async support','Simple syntax'],
 ARRAY['Small ecosystem','Nim learning curve','Limited community'],
 'MIT',
 ARRAY['High Performance','Low Memory','Async Services']),

-- Dart Frameworks
('Shelf', 'dart', 'middleware-based', 77, 'easy', 84, 81, 87, 'good',
 ARRAY['Middleware composition','HTTP server','Request/response'],
 ARRAY['Dart web services','Server-side Dart','Microservices'],
 ARRAY['Middleware composition','Dart ecosystem','Simple','Composable'],
 ARRAY['Dart learning curve','Smaller web ecosystem','Limited features'],
 'BSD',
 ARRAY['Dart Services','Composable Middleware','Simple APIs']),

('Angel3', 'dart', 'full-stack', 75, 'medium', 82, 79, 85, 'good',
 ARRAY['ORM','Real-time','GraphQL','Authentication'],
 ARRAY['Full-stack Dart applications','Real-time apps'],
 ARRAY['Full-stack Dart','Real-time features','GraphQL','Modern features'],
 ARRAY['Small community','Dart web ecosystem','Documentation'],
 'MIT',
 ARRAY['Full-stack Dart','Real-time','Modern Web']),

-- Swift Frameworks
('Vapor', 'swift', 'server-side', 83, 'medium', 87, 85, 88, 'good',
 ARRAY['Swift on server','Non-blocking','Fluent ORM','WebSocket'],
 ARRAY['iOS backend services','Swift-based APIs','Apple ecosystem'],
 ARRAY['Swift language','Type safety','Performance','Apple ecosystem'],
 ARRAY['Swift server adoption','Smaller ecosystem','Apple dependency'],
 'MIT',
 ARRAY['iOS Backends','Swift Services','Apple Ecosystem']),

('Perfect', 'swift', 'server-side', 76, 'medium', 84, 80, 86, 'good',
 ARRAY['HTTP server','WebSocket','Database connectors'],
 ARRAY['Swift server applications','iOS companion services'],
 ARRAY['Swift performance','Cross-platform','HTTP/2 support'],
 ARRAY['Limited community','Swift server market','Documentation'],
 'Apache 2.0',
 ARRAY['Swift Server','Cross-platform','iOS Companion']),

-- F# Frameworks
('Giraffe', 'f#', 'functional', 79, 'hard', 86, 84, 87, 'good',
 ARRAY['Functional composition','ASP.NET Core','HTTP handlers'],
 ARRAY['Functional web applications','F# web services'],
 ARRAY['Functional programming','ASP.NET Core integration','Composable','Type safety'],
 ARRAY['F# learning curve','Smaller ecosystem','Functional paradigm'],
 'MIT',
 ARRAY['Functional Web','F# Services','Composable APIs']),

('Saturn', 'f#', 'mvc-functional', 77, 'hard', 84, 82, 86, 'good',
 ARRAY['MVC pattern','Functional approach','ASP.NET Core'],
 ARRAY['F# web applications','Functional MVC apps'],
 ARRAY['Functional MVC','F# benefits','Type safety','ASP.NET Core'],
 ARRAY['F# learning curve','Small community','Functional complexity'],
 'MIT',
 ARRAY['Functional MVC','F# Web','Type-safe Applications']),

-- OCaml Frameworks
('Dream', 'ocaml', 'async', 76, 'hard', 88, 83, 89, 'good',
 ARRAY['Async programming','Type safety','WebSocket','Sessions'],
 ARRAY['Type-safe web applications','OCaml web services'],
 ARRAY['Type safety','OCaml performance','Async programming','Memory safety'],
 ARRAY['OCaml learning curve','Small ecosystem','Academic focus'],
 'MIT',
 ARRAY['Type-safe Web','OCaml Services','Academic Projects']),

-- Zig Frameworks
('zap', 'zig', 'low-level', 72, 'hard', 95, 87, 96, 'basic',
 ARRAY['HTTP server','Low-level control','High performance'],
 ARRAY['System-level web services','High-performance APIs'],
 ARRAY['Extreme performance','Low memory','System control','No runtime'],
 ARRAY['Very new','Zig learning curve','Minimal features','Small community'],
 'MIT',
 ARRAY['System Level','Extreme Performance','Low-level Control']),

-- C/C++ Frameworks
('Crow', 'cpp', 'header-only', 78, 'hard', 96, 88, 95, 'good',
 ARRAY['Header-only','Fast routing','Middleware','WebSocket'],
 ARRAY['High-performance services','System APIs','Embedded web servers'],
 ARRAY['Header-only','Extremely fast','Low overhead','C++ performance'],
 ARRAY['C++ complexity','Manual memory management','Limited features'],
 'BSD',
 ARRAY['High Performance','System APIs','Embedded Systems']),

('Drogon', 'cpp', 'async', 81, 'hard', 97, 90, 96, 'excellent',
 ARRAY['Async programming','HTTP/1.1 & HTTP/2','WebSocket','Database ORM'],
 ARRAY['High-performance web applications','Real-time services'],
 ARRAY['Extremely fast','Async I/O','HTTP/2','Modern C++'],
 ARRAY['C++ complexity','Manual memory management','Learning curve'],
 'MIT',
 ARRAY['High Performance','Real-time','Modern C++']),

('cpp-httplib', 'cpp', 'header-only', 75, 'medium', 94, 85, 94, 'good',
 ARRAY['Single header','HTTP client/server','Simple API'],
 ARRAY['Embedded HTTP servers','C++ applications','Simple web services'],
 ARRAY['Single header file','Simple API','No dependencies','C++ performance'],
 ARRAY['Limited features','C++ requirements','Basic functionality'],
 'MIT',
 ARRAY['Embedded Systems','Simple HTTP','C++ Applications']),

-- Lua Frameworks
('OpenResty', 'lua', 'nginx-based', 88, 'medium', 93, 92, 90, 'excellent',
 ARRAY['Nginx integration','High performance','Scripting','Load balancing'],
 ARRAY['High-performance web services','API gateways','Reverse proxies'],
 ARRAY['Nginx performance','Lua scripting','High concurrency','Battle-tested'],
 ARRAY['Nginx dependency','Lua learning curve','Configuration complexity'],
 'BSD',
 ARRAY['API Gateways','High Performance','Load Balancing']),

('Lapis', 'lua', 'mvc', 76, 'medium', 86, 80, 88, 'good',
 ARRAY['MVC framework','OpenResty based','Database ORM'],
 ARRAY['Lua web applications','High-performance web apps'],
 ARRAY['Lua performance','OpenResty integration','MVC pattern'],
 ARRAY['Lua learning curve','Smaller ecosystem','Documentation'],
 'MIT',
 ARRAY['Lua Web Apps','High Performance','MVC Pattern']),

-- Perl Frameworks
('Mojolicious', 'perl', 'real-time', 84, 'medium', 82, 83, 81, 'good',
 ARRAY['Real-time web','WebSocket','Non-blocking I/O'],
 ARRAY['Real-time applications','Web scraping','Perl web services'],
 ARRAY['Real-time features','Non-blocking','Perl ecosystem','WebSocket'],
 ARRAY['Perl learning curve','Declining popularity','Limited modern adoption'],
 'Artistic 2.0',
 ARRAY['Real-time Web','Web Scraping','Perl Services']),

('Dancer2', 'perl', 'lightweight', 80, 'easy', 78, 76, 79, 'good',
 ARRAY['Lightweight','Route-based','Template system'],
 ARRAY['Small web applications','Perl web services','Rapid prototyping'],
 ARRAY['Lightweight','Easy to learn','Route-based','Perl simplicity'],
 ARRAY['Perl decline','Limited features','Smaller community'],
 'Artistic 2.0',
 ARRAY['Small Web Apps','Perl Services','Rapid Prototyping']),

-- Additional Python Frameworks
('Sanic', 'python', 'async', 86, 'medium', 89, 87, 83, 'excellent',
 ARRAY['Async/await','High performance','WebSocket','Middleware'],
 ARRAY['Async web applications','High-performance APIs','Real-time services'],
 ARRAY['High performance','Async/await','Flask-like syntax','Fast development'],
 ARRAY['Python GIL limitations','Async complexity','Smaller ecosystem'],
 'MIT',
 ARRAY['Async Applications','High Performance','Real-time APIs']),

('CherryPy', 'python', 'object-oriented', 82, 'medium', 79, 78, 77, 'good',
 ARRAY['Object-oriented','HTTP server','Configuration','Threading'],
 ARRAY['Python web applications','Embedded web servers','Desktop app backends'],
 ARRAY['Object-oriented','HTTP server included','Configuration system','Threading'],
 ARRAY['Older design patterns','Performance limitations','Smaller community'],
 'BSD',
 ARRAY['Python Web Apps','Embedded Servers','Desktop Backends']),

('Web2py', 'python', 'batteries-included', 79, 'easy', 74, 75, 70, 'good',
 ARRAY['Web-based IDE','Database abstraction','Security features'],
 ARRAY['Rapid development','Educational projects','Small business apps'],
 ARRAY['Web IDE','No installation required','Security built-in','Simple'],
 ARRAY['Performance issues','Less modern','Limited scalability'],
 'LGPL',
 ARRAY['Rapid Development','Education','Small Business']),

('Starlette', 'python', 'asgi', 85, 'medium', 90, 88, 85, 'excellent',
 ARRAY['ASGI framework','WebSocket','Background tasks','Test client'],
 ARRAY['Async web applications','ASGI applications','Modern Python services'],
 ARRAY['ASGI standard','Async support','Lightweight','Modern Python'],
 ARRAY['ASGI complexity','Async learning curve','Minimal features'],
 'BSD',
 ARRAY['ASGI Applications','Async Services','Modern Python']),

-- Additional Node.js/JavaScript Frameworks
('AdonisJS', 'javascript', 'mvc', 87, 'medium', 83, 85, 78, 'good',
 ARRAY['MVC architecture','ORM','Authentication','Real-time'],
 ARRAY['Full-stack applications','Enterprise Node.js apps','APIs'],
 ARRAY['Laravel-like','Full-featured','TypeScript support','Good structure'],
 ARRAY['Learning curve','Heavy framework','TypeScript complexity'],
 'MIT',
 ARRAY['Full-stack Node','Enterprise','TypeScript Applications']),

('LoopBack', 'javascript', 'api-first', 89, 'medium', 84, 87, 80, 'excellent',
 ARRAY['API-first','Model-driven','Connectors','Explorer UI'],
 ARRAY['Enterprise APIs','Model-driven development','Database connectivity'],
 ARRAY['API-first approach','Model-driven','IBM backing','Connectors'],
 ARRAY['Complex for simple apps','Learning curve','Enterprise focus'],
 'MIT',
 ARRAY['Enterprise APIs','Model-driven','Database Integration']),

('Meteor', 'javascript', 'full-stack', 83, 'medium', 77, 79, 73, 'good',
 ARRAY['Full-stack','Real-time','MongoDB integration','Blaze templates'],
 ARRAY['Real-time applications','Rapid prototyping','Full-stack JavaScript'],
 ARRAY['Full-stack JavaScript','Real-time by default','Rapid development','Integrated'],
 ARRAY['Monolithic','Performance issues','Limited database options','Declining popularity'],
 'MIT',
 ARRAY['Real-time Apps','Rapid Prototyping','Full-stack JavaScript']),

('Total.js', 'javascript', 'cms-framework', 81, 'medium', 80, 82, 76, 'good',
 ARRAY['CMS capabilities','E-commerce','Real-time','NoSQL'],
 ARRAY['CMS applications','E-commerce platforms','Business applications'],
 ARRAY['CMS features','E-commerce ready','Real-time','No dependencies'],
 ARRAY['Smaller community','Documentation','Limited ecosystem'],
 'MIT',
 ARRAY['CMS Applications','E-commerce','Business Apps']),

-- Additional Java Frameworks
('Helidon', 'java', 'cloud-native', 84, 'medium', 88, 89, 85, 'excellent',
 ARRAY['Cloud-native','Reactive','MicroProfile','GraalVM'],
 ARRAY['Cloud applications','Microservices','Oracle cloud services'],
 ARRAY['Cloud-native','MicroProfile','GraalVM support','Oracle backing'],
 ARRAY['Oracle ecosystem','Newer framework','Limited community'],
 'Apache 2.0',
 ARRAY['Cloud Native','Oracle Ecosystem','Microservices']),

('Javalin', 'java', 'lightweight', 82, 'easy', 86, 84, 83, 'good',
 ARRAY['Lightweight','Kotlin support','WebSocket','OpenAPI'],
 ARRAY['Simple web services','Educational projects','Kotlin/Java APIs'],
 ARRAY['Lightweight','Kotlin support','Easy to learn','Modern Java'],
 ARRAY['Limited features','Smaller ecosystem','Simple use cases only'],
 'Apache 2.0',
 ARRAY['Simple APIs','Education','Kotlin/Java Services']),

('Ratpack', 'java', 'reactive', 80, 'hard', 90, 88, 84, 'excellent',
 ARRAY['Reactive','Non-blocking','Netty-based','Functional'],
 ARRAY['High-performance services','Reactive applications','Non-blocking APIs'],
 ARRAY['High performance','Reactive programming','Netty-based','Functional'],
 ARRAY['Complex reactive model','Learning curve','Netty knowledge required'],
 'Apache 2.0',
 ARRAY['High Performance','Reactive Systems','Non-blocking']),

('Spark Java', 'java', 'sinatra-inspired', 85, 'easy', 84, 81, 82, 'good',
 ARRAY['Sinatra-inspired','Embedded Jetty','Simple routing'],
 ARRAY['Simple web services','Educational projects','Rapid prototyping'],
 ARRAY['Simple API','Quick setup','Embedded server','Java ecosystem'],
 ARRAY['Limited features','Not for complex apps','Basic functionality'],
 'Apache 2.0',
 ARRAY['Simple Services','Education','Rapid Prototyping']),

-- Additional Go Frameworks
('Revel', 'go', 'full-stack', 78, 'medium', 81, 79, 84, 'good',
 ARRAY['Full-stack','Hot reloading','Testing framework','ORM'],
 ARRAY['Full-stack Go applications','Web development','Enterprise Go apps'],
 ARRAY['Full-stack approach','Hot reloading','Testing built-in','Convention over configuration'],
 ARRAY['Heavy for Go standards','Less Go-idiomatic','Learning curve'],
 'MIT',
 ARRAY['Full-stack Go','Web Development','Enterprise Go']),

('Iris', 'go', 'feature-rich', 83, 'medium', 88, 86, 87, 'good',
 ARRAY['Feature-rich','WebSocket','Sessions','MVC support'],
 ARRAY['Feature-rich web applications','Go web development'],
 ARRAY['Feature-rich','High performance','MVC support','Comprehensive'],
 ARRAY['Complex for Go','Less idiomatic','Feature bloat'],
 'BSD',
 ARRAY['Feature-rich Web','Go Development','Comprehensive Apps']),

('Mux', 'go', 'router-focused', 88, 'easy', 89, 85, 90, 'good',
 ARRAY['HTTP router','URL routing','Middleware','Subrouters'],
 ARRAY['HTTP routing','RESTful services','Go web applications'],
 ARRAY['Excellent routing','URL patterns','Middleware support','Go standard'],
 ARRAY['Router-only','Additional libraries needed','Limited features'],
 'BSD',
 ARRAY['HTTP Routing','RESTful Services','Go Web']),

-- Additional Rust Frameworks
('Tide', 'rust', 'middleware-focused', 82, 'hard', 92, 88, 93, 'good',
 ARRAY['Middleware','Async','Modular','HTTP/2'],
 ARRAY['Async web applications','Middleware-heavy apps'],
 ARRAY['Async/await','Modular design','Middleware-focused','Rust safety'],
 ARRAY['Async complexity','Rust learning curve','Middleware complexity'],
 'MIT',
 ARRAY['Async Web','Middleware Apps','Rust Safety']),

('Gotham', 'rust', 'type-safe', 79, 'hard', 91, 87, 92, 'good',
 ARRAY['Type-safe routing','Async','Pipeline-based'],
 ARRAY['Type-safe web services','Pipeline-based applications'],
 ARRAY['Type safety','Pipeline architecture','Rust performance','Compile-time checks'],
 ARRAY['Complex type system','Learning curve','Pipeline complexity'],
 'MIT',
 ARRAY['Type-safe Web','Pipeline Apps','Compile-time Safety']),

-- Additional C# Frameworks
('Carter', 'c#', 'minimal-api', 78, 'easy', 85, 82, 84, 'good',
 ARRAY['Minimal APIs','Convention-based','Lightweight'],
 ARRAY['Minimal APIs','Simple web services','Lightweight applications'],
 ARRAY['Minimal approach','Convention over configuration','Lightweight','Simple'],
 ARRAY['Limited features','Smaller ecosystem','Minimal functionality'],
 'MIT',
 ARRAY['Minimal APIs','Simple Services','Lightweight Web']),

('Web API', 'c#', 'api-focused', 93, 'medium', 88, 91, 81, 'excellent',
 ARRAY['RESTful APIs','HTTP services','Content negotiation','Routing'],
 ARRAY['RESTful services','HTTP APIs','Web services'],
 ARRAY['RESTful focus','Content negotiation','Routing','Microsoft ecosystem'],
 ARRAY['API-only','Complex for simple cases','Microsoft dependency'],
 'MIT',
 ARRAY['RESTful APIs','HTTP Services','Microsoft Ecosystem']),

-- Database-focused Frameworks
('Hasura', 'haskell', 'graphql-engine', 89, 'easy', 87, 92, 83, 'excellent',
 ARRAY['GraphQL APIs','Real-time subscriptions','Database integration'],
 ARRAY['GraphQL backends','Real-time applications','Database APIs'],
 ARRAY['Instant GraphQL','Real-time subscriptions','Database integration','Auto-generated'],
 ARRAY['Database dependency','GraphQL complexity','Subscription overhead'],
 'Apache 2.0',
 ARRAY['GraphQL APIs','Real-time','Database Integration']),

('PostgREST', 'haskell', 'database-api', 86, 'easy', 84, 88, 87, 'excellent',
 ARRAY['PostgreSQL REST API','Auto-generated','Database-driven'],
 ARRAY['Database APIs','PostgreSQL services','Auto-generated APIs'],
 ARRAY['Auto-generated APIs','PostgreSQL integration','RESTful','Database-driven'],
 ARRAY['PostgreSQL dependency','Limited customization','Database-only'],
 'MIT',
 ARRAY['Database APIs','PostgreSQL','Auto-generated']),

('Supabase', 'typescript', 'backend-as-service', 91, 'easy', 86, 90, 82, 'excellent',
 ARRAY['Backend-as-a-Service','Real-time','Authentication','Storage'],
 ARRAY['Backend services','Real-time applications','Firebase alternative'],
 ARRAY['Complete backend','Real-time features','PostgreSQL-based','Open source'],
 ARRAY['Vendor dependency','PostgreSQL-only','Service complexity'],
 'Apache 2.0',
 ARRAY['Backend-as-Service','Real-time','PostgreSQL Apps']),

-- Serverless Frameworks
('Serverless Framework', 'javascript', 'serverless', 92, 'medium', 85, 95, 88, 'excellent',
 ARRAY['Multi-cloud','Infrastructure as code','Event-driven'],
 ARRAY['Serverless applications','Function-as-a-Service','Event-driven apps'],
 ARRAY['Multi-cloud support','Infrastructure as code','Event-driven','Ecosystem'],
 ARRAY['Vendor lock-in potential','Cold starts','Complexity'],
 'MIT',
 ARRAY['Serverless','Multi-cloud','Event-driven']),

('AWS SAM', 'yaml', 'aws-serverless', 88, 'medium', 83, 93, 90, 'excellent',
 ARRAY['AWS Lambda','API Gateway','CloudFormation','Local development'],
 ARRAY['AWS serverless applications','Lambda functions','AWS services'],
 ARRAY['AWS integration','CloudFormation','Local development','AWS optimized'],
 ARRAY['AWS lock-in','CloudFormation complexity','AWS-only'],
 'Apache 2.0',
 ARRAY['AWS Serverless','Lambda Functions','AWS Services']),

-- Message Queue/Event Frameworks
('Apache Kafka', 'scala', 'streaming-platform', 96, 'hard', 93, 98, 86, 'excellent',
 ARRAY['Event streaming','Distributed','High throughput','Fault tolerant'],
 ARRAY['Event streaming','Real-time analytics','Distributed systems','Data pipelines'],
 ARRAY['High throughput','Fault tolerant','Distributed','Battle-tested'],
 ARRAY['Complex setup','Learning curve','Resource intensive','Operational complexity'],
 'Apache 2.0',
 ARRAY['Event Streaming','Real-time Analytics','Distributed Systems']),

('RabbitMQ', 'erlang', 'message-broker', 94, 'medium', 88, 92, 84, 'excellent',
 ARRAY['Message queuing','AMQP','Clustering','Management UI'],
 ARRAY['Message queuing','Async processing','Microservices communication'],
 ARRAY['Reliable messaging','AMQP standard','Clustering','Management tools'],
 ARRAY['Erlang complexity','Memory usage','Throughput limits'],
 'Mozilla Public',
 ARRAY['Message Queuing','Async Processing','Microservices']),

('Redis', 'c', 'in-memory-store', 97, 'medium', 95, 89, 78, 'excellent',
 ARRAY['In-memory storage','Pub/Sub','Caching','Data structures'],
 ARRAY['Caching','Session storage','Real-time applications','Data structures'],
 ARRAY['High performance','Rich data types','Pub/Sub','Persistence options'],
 ARRAY['Memory limitations','Single-threaded','Data size limits'],
 'BSD',
 ARRAY['Caching','Session Storage','Real-time','Data Structures']),

-- API Gateway Frameworks
('Kong', 'lua', 'api-gateway', 93, 'medium', 91, 94, 87, 'excellent',
 ARRAY['API gateway','Load balancing','Authentication','Rate limiting'],
 ARRAY['API management','Microservices','Service mesh','API gateway'],
 ARRAY['High performance','Plugin ecosystem','Load balancing','Battle-tested'],
 ARRAY['Complexity','Resource usage','Learning curve'],
 'Apache 2.0',
 ARRAY['API Gateway','Microservices','Service Mesh']),

('Ambassador', 'python', 'kubernetes-gateway', 87, 'medium', 86, 91, 83, 'excellent',
 ARRAY['Kubernetes-native','Envoy-based','API gateway','Service mesh'],
 ARRAY['Kubernetes APIs','Cloud-native applications','Service mesh'],
 ARRAY['Kubernetes-native','Envoy-based','Cloud-native','GitOps'],
 ARRAY['Kubernetes dependency','Complexity','Learning curve'],
 'Apache 2.0',
 ARRAY['Kubernetes','Cloud Native','Service Mesh']),

-- Blockchain/Web3 Frameworks
('Hardhat', 'javascript', 'ethereum-dev', 89, 'medium', 82, 85, 79, 'good',
 ARRAY['Ethereum development','Smart contracts','Testing','Deployment'],
 ARRAY['Blockchain applications','Smart contract development','DeFi applications'],
 ARRAY['Ethereum tooling','Testing framework','TypeScript support','Plugin ecosystem'],
 ARRAY['Blockchain complexity','Gas costs','Ethereum dependency'],
 'MIT',
 ARRAY['Blockchain','Smart Contracts','DeFi']),

('Truffle', 'javascript', 'ethereum-suite', 91, 'medium', 80, 83, 77, 'good',
 ARRAY['Smart contract development','Testing','Migration','Deployment'],
 ARRAY['Ethereum applications','Smart contract projects','Blockchain development'],
 ARRAY['Comprehensive suite','Testing tools','Migration system','Established'],
 ARRAY['Ethereum-only','Complex setup','Gas management'],
 'MIT',
 ARRAY['Ethereum Development','Smart Contracts','Blockchain']),

-- Real-time Frameworks
('Socket.IO', 'javascript', 'real-time', 94, 'easy', 84, 88, 81, 'excellent',
 ARRAY['Real-time communication','WebSocket fallback','Room management'],
 ARRAY['Real-time applications','Chat systems','Gaming','Live updates'],
 ARRAY['Real-time features','Fallback mechanisms','Cross-platform','Easy integration'],
 ARRAY['Connection overhead','Scaling challenges','Client dependencies'],
 'MIT',
 ARRAY['Real-time Apps','Chat Systems','Gaming','Live Updates']),

('SignalR', 'c#', 'real-time', 91, 'medium', 87, 90, 83, 'excellent',
 ARRAY['Real-time communication','Hub-based','Multiple transports'],
 ARRAY['Real-time web applications','Live dashboards','Notifications'],
 ARRAY['Hub abstraction','Multiple transports','ASP.NET integration','Scalable'],
 ARRAY['Microsoft ecosystem','Complex scaling','Learning curve'],
 'MIT',
 ARRAY['Real-time Web','Live Dashboards','Microsoft Ecosystem']),

-- Testing Frameworks (Backend Testing)
('Postman Newman', 'javascript', 'api-testing', 88, 'easy', 82, 85, 84, 'excellent',
 ARRAY['API testing','Collection runner','CI/CD integration'],
 ARRAY['API testing','Automated testing','CI/CD pipelines'],
 ARRAY['API testing focus','Postman integration','CI/CD support','Easy automation'],
 ARRAY['API testing only','Postman dependency','Limited scope'],
 'Apache 2.0',
 ARRAY['API Testing','Automation','CI/CD']),

-- Final entries to reach 200
('Insomnia', 'electron', 'api-client', 85, 'easy', 79, 80, 75, 'good',
 ARRAY['API client','Testing','GraphQL support','Environment management'],
 ARRAY['API development','Testing','GraphQL applications'],
 ARRAY['Modern interface','GraphQL support','Environment management','Plugin system'],
 ARRAY['Electron overhead','Limited automation','Client-only'],
 'MIT',
 ARRAY['API Development','Testing','GraphQL']),

('Mockoon', 'javascript', 'api-mocking', 82, 'easy', 77, 78, 82, 'good',
 ARRAY['API mocking','Local development','Response templating'],
 ARRAY['API mocking','Development testing','Prototype APIs'],
 ARRAY['Easy mocking','Local development','Response templating','No setup'],
 ARRAY['Development only','Limited features','Mock-only'],
 'MIT',
 ARRAY['API Mocking','Development','Prototyping']),

('WireMock', 'java', 'service-virtualization', 87, 'medium', 83, 86, 80, 'good',
 ARRAY['Service virtualization','HTTP mocking','Testing','Stubbing'],
 ARRAY['Service testing','API mocking','Integration testing'],
 ARRAY['Service virtualization','Flexible stubbing','Testing support','Java ecosystem'],
 ARRAY['Java dependency','Complex setup','Testing-focused'],
 'Apache 2.0',
 ARRAY['Service Testing','API Mocking','Integration Testing']);
    
    INSERT INTO database_technologies (
    name, database_type, acid_compliance, horizontal_scaling, vertical_scaling, 
    maturity_score, performance_rating, consistency_model, query_language, max_storage_capacity, 
    backup_features, security_features, primary_use_cases, strengths, weaknesses, license_type, domain
) VALUES 

-- Relational Databases (Original 8 + 27 new = 35 total)
('PostgreSQL', 'relational', true, false, true, 98, 92, 'strong', 'SQL', 'Unlimited', 
    ARRAY['Point-in-time recovery', 'Continuous archiving', 'Logical replication'], 
    ARRAY['Row-level security', 'SSL encryption', 'Authentication methods', 'Audit logging'], 
    ARRAY['Complex queries', 'Data warehousing', 'Geospatial data', 'JSON document storage', 'Analytics'], 
    ARRAY['ACID compliance', 'Advanced features', 'Extensible', 'Standards compliant', 'Reliable'], 
    ARRAY['Complex configuration', 'Memory intensive', 'Slower for simple queries', 'Limited horizontal scaling'], 
    'PostgreSQL License', 
    ARRAY['Data Warehousing', 'Geospatial Applications', 'Analytics', 'Financial Systems', 'Enterprise Applications']),

('MySQL', 'relational', true, true, true, 95, 85, 'strong', 'SQL', 'Unlimited', 
    ARRAY['Binary logging', 'Point-in-time recovery', 'Replication'], 
    ARRAY['SSL encryption', 'User authentication', 'Role-based access', 'Audit plugins'], 
    ARRAY['Web applications', 'E-commerce', 'Data warehousing', 'Embedded applications', 'OLTP systems'], 
    ARRAY['Wide adoption', 'Good performance', 'Reliable', 'Strong community', 'Easy to use'], 
    ARRAY['Limited advanced features', 'Storage engine complexity', 'Replication lag', 'License restrictions'], 
    'GPL/Commercial', 
    ARRAY['E-commerce', 'Web Applications', 'Data Warehousing', 'Content Management Systems', 'Enterprise Applications']),

('Oracle Database', 'relational', true, true, true, 97, 94, 'strong', 'SQL/PL-SQL', 'Unlimited', 
    ARRAY['RMAN backup', 'Flashback technology', 'Data Guard'], 
    ARRAY['Advanced security', 'Transparent data encryption', 'Database vault', 'Virtual private database'], 
    ARRAY['Enterprise applications', 'Financial systems', 'ERP', 'Data warehousing', 'OLTP'], 
    ARRAY['Enterprise features', 'High performance', 'Scalability', 'Advanced analytics', 'Mature'], 
    ARRAY['Expensive licensing', 'Complex administration', 'Vendor lock-in', 'Resource intensive'], 
    'Commercial', 
    ARRAY['Enterprise Systems', 'Financial Services', 'ERP Systems', 'Large-scale Applications']),

('SQL Server', 'relational', true, true, true, 96, 90, 'strong', 'T-SQL', 'Unlimited', 
    ARRAY['SQL Server Agent', 'Always On', 'Transaction log backup'], 
    ARRAY['Integrated Windows authentication', 'TDE', 'Row-level security', 'Dynamic data masking'], 
    ARRAY['Business applications', 'Data warehousing', 'BI systems', 'Web applications'], 
    ARRAY['Microsoft integration', 'Business intelligence', 'High availability', 'Enterprise features'], 
    ARRAY['Windows dependency', 'Licensing costs', 'Microsoft ecosystem lock-in'], 
    'Commercial', 
    ARRAY['Microsoft Ecosystem', 'Business Intelligence', 'Enterprise Applications', 'Data Warehousing']),

('SQLite', 'relational', true, false, true, 85, 78, 'strong', 'SQL', '281 TB', 
    ARRAY['File-based backups', 'Transaction rollback'], 
    ARRAY['File-level permissions', 'Encryption extensions'], 
    ARRAY['Mobile applications', 'Desktop apps', 'Embedded systems', 'Development/testing', 'Small websites'], 
    ARRAY['Serverless', 'Zero configuration', 'Cross-platform', 'Lightweight', 'Public domain'], 
    ARRAY['No network access', 'Limited concurrency', 'No user management', 'Simple data types only'], 
    'Public Domain', 
    ARRAY['Mobile Applications', 'Embedded Systems', 'Desktop Applications', 'Prototyping', 'Small Websites']),

('MariaDB', 'relational', true, true, true, 93, 87, 'strong', 'SQL', 'Unlimited', 
    ARRAY['Binary logging', 'Galera cluster', 'MariaDB backup'], 
    ARRAY['SSL encryption', 'Authentication plugins', 'Role-based access control'], 
    ARRAY['Web applications', 'Cloud deployments', 'Analytics', 'OLTP systems'], 
    ARRAY['MySQL compatibility', 'Open source', 'Active development', 'Better performance'], 
    ARRAY['Fragmented ecosystem', 'Migration complexity', 'Documentation gaps'], 
    'GPL', 
    ARRAY['Web Applications', 'Cloud Deployments', 'MySQL Migration', 'Open Source Projects']),

('IBM DB2', 'relational', true, true, true, 91, 88, 'strong', 'SQL', 'Unlimited', 
    ARRAY['DB2 Recovery Expert', 'HADR', 'Online backup'], 
    ARRAY['Label-based access control', 'Encryption', 'Audit facility'], 
    ARRAY['Enterprise applications', 'Mainframe systems', 'Data warehousing', 'OLTP'], 
    ARRAY['Mainframe integration', 'High reliability', 'Advanced analytics', 'Enterprise grade'], 
    ARRAY['Complex administration', 'Expensive licensing', 'Limited community', 'Legacy technology'], 
    'Commercial', 
    ARRAY['Mainframe Systems', 'Enterprise Applications', 'Legacy Systems', 'Large Corporations']),

('CockroachDB', 'relational', true, true, true, 87, 86, 'strong', 'SQL', 'Unlimited', 
    ARRAY['Distributed backups', 'Point-in-time recovery', 'Cluster replication'], 
    ARRAY['Encryption at rest', 'TLS encryption', 'RBAC', 'Certificate-based authentication'], 
    ARRAY['Distributed applications', 'Global deployments', 'Cloud-native apps', 'Financial services'], 
    ARRAY['Distributed SQL', 'Automatic scaling', 'Survival capabilities', 'Cloud-native'], 
    ARRAY['Complex distributed system', 'Higher latency', 'Learning curve', 'Resource intensive'], 
    'BSL/Commercial', 
    ARRAY['Distributed Systems', 'Cloud-native Applications', 'Global Deployments', 'Financial Services']),

-- Additional Relational Databases (27 new)
('Percona Server', 'relational', true, true, true, 92, 86, 'strong', 'SQL', 'Unlimited',
    ARRAY['XtraBackup', 'Binary logging', 'Point-in-time recovery'],
    ARRAY['Audit logging', 'Data masking', 'Encryption', 'PAM authentication'],
    ARRAY['High-performance MySQL', 'Enterprise applications', 'E-commerce', 'Analytics'],
    ARRAY['MySQL compatibility', 'Enhanced performance', 'Enterprise features', 'Open source'],
    ARRAY['MySQL limitations', 'Configuration complexity', 'Support dependency'],
    'GPL',
    ARRAY['High-performance Applications', 'MySQL Enhancement', 'Enterprise Systems']),

('Amazon RDS', 'relational', true, true, true, 89, 84, 'strong', 'SQL', 'Varies by engine',
    ARRAY['Automated backups', 'Multi-AZ deployments', 'Read replicas'],
    ARRAY['VPC security', 'Encryption at rest', 'IAM database authentication'],
    ARRAY['AWS applications', 'Multi-engine support', 'Managed databases'],
    ARRAY['Managed service', 'Multi-engine support', 'AWS integration', 'High availability'],
    ARRAY['AWS lock-in', 'Limited customization', 'Cost complexity'],
    'Commercial',
    ARRAY['AWS Cloud', 'Managed Services', 'Multi-engine Applications']),

('YugabyteDB', 'relational', true, true, true, 84, 83, 'strong', 'SQL', 'Unlimited',
    ARRAY['Distributed backups', 'Point-in-time recovery', 'Cross-region replication'],
    ARRAY['TLS encryption', 'RBAC', 'LDAP integration', 'Audit logging'],
    ARRAY['Cloud-native applications', 'Global deployments', 'OLTP workloads'],
    ARRAY['PostgreSQL compatibility', 'Distributed SQL', 'Multi-cloud', 'Kubernetes native'],
    ARRAY['Complex architecture', 'Learning curve', 'Resource intensive'],
    'Apache 2.0/Commercial',
    ARRAY['Cloud-native Applications', 'Multi-cloud Deployments', 'Kubernetes']),

('Firebird', 'relational', true, false, true, 86, 81, 'strong', 'SQL', 'Unlimited',
    ARRAY['Native backup', 'Incremental backup', 'Shadow files'],
    ARRAY['User authentication', 'SQL roles', 'Database encryption'],
    ARRAY['Desktop applications', 'Small to medium databases', 'Embedded systems'],
    ARRAY['Lightweight', 'Standards compliant', 'Cross-platform', 'No licensing fees'],
    ARRAY['Limited scalability', 'Smaller community', 'Limited tools'],
    'IPL',
    ARRAY['Desktop Applications', 'Small-medium Systems', 'Embedded Databases']),

('MaxDB', 'relational', true, false, true, 78, 79, 'strong', 'SQL', 'Unlimited',
    ARRAY['Online backup', 'Log backup', 'Recovery tools'],
    ARRAY['User authentication', 'SQL authorization', 'Encryption support'],
    ARRAY['SAP applications', 'Enterprise systems', 'Data warehousing'],
    ARRAY['SAP integration', 'ACID compliance', 'Enterprise features'],
    ARRAY['Limited adoption', 'SAP dependency', 'Complex administration'],
    'Commercial',
    ARRAY['SAP Systems', 'Enterprise Applications', 'Data Warehousing']),

('Ingres', 'relational', true, false, true, 80, 77, 'strong', 'SQL', 'Unlimited',
    ARRAY['Online backup', 'Point-in-time recovery', 'Journal files'],
    ARRAY['User authentication', 'Role-based security', 'Encryption'],
    ARRAY['Government systems', 'Legacy applications', 'Scientific computing'],
    ARRAY['Mature technology', 'Reliable', 'Security features'],
    ARRAY['Limited modern features', 'Declining community', 'Legacy system'],
    'GPL/Commercial',
    ARRAY['Government Systems', 'Legacy Applications', 'Scientific Computing']),

('Informix', 'relational', true, true, true, 83, 82, 'strong', 'SQL', 'Unlimited',
    ARRAY['ON-Bar backup', 'HDR replication', 'RSS secondary'],
    ARRAY['Label-based access control', 'Encryption', 'Audit trails'],
    ARRAY['OLTP systems', 'Data warehousing', 'Embedded databases'],
    ARRAY['High performance', 'Scalability', 'Embeddable', 'Low maintenance'],
    ARRAY['Limited ecosystem', 'IBM dependency', 'Smaller community'],
    'Commercial',
    ARRAY['OLTP Systems', 'Embedded Databases', 'High-performance Applications']),

('Sybase ASE', 'relational', true, true, true, 84, 85, 'strong', 'T-SQL', 'Unlimited',
    ARRAY['Backup server', 'Transaction log dumps', 'Replication'],
    ARRAY['Login security', 'Column encryption', 'Audit system'],
    ARRAY['Financial systems', 'OLTP applications', 'Data warehousing'],
    ARRAY['High performance', 'Proven reliability', 'Enterprise features'],
    ARRAY['SAP dependency', 'Limited innovation', 'Complex licensing'],
    'Commercial',
    ARRAY['Financial Systems', 'OLTP Applications', 'Enterprise Systems']),

('Teradata', 'relational', true, true, true, 90, 91, 'strong', 'SQL', 'Unlimited',
    ARRAY['ARC backup', 'Permanent journaling', 'Fallback tables'],
    ARRAY['Access controls', 'Encryption', 'Query banding', 'Audit logging'],
    ARRAY['Data warehousing', 'Analytics', 'Business intelligence', 'Big data'],
    ARRAY['Massively parallel', 'Analytics optimization', 'Scalability', 'Enterprise grade'],
    ARRAY['Expensive licensing', 'Complex administration', 'Vendor lock-in'],
    'Commercial',
    ARRAY['Data Warehousing', 'Analytics', 'Business Intelligence', 'Big Data']),

('Vertica', 'relational', true, true, true, 88, 89, 'strong', 'SQL', 'Unlimited',
    ARRAY['Full/incremental backup', 'Replication', 'Copycluster'],
    ARRAY['TLS encryption', 'Kerberos', 'LDAP integration', 'Audit functions'],
    ARRAY['Analytics', 'Data warehousing', 'Business intelligence', 'Real-time analytics'],
    ARRAY['Columnar storage', 'Compression', 'Fast analytics', 'Scalability'],
    ARRAY['Complex tuning', 'Resource intensive', 'Limited OLTP'],
    'Commercial',
    ARRAY['Analytics', 'Data Warehousing', 'Business Intelligence']),

-- Continue with more relational databases...
('SingleStore', 'relational', true, true, true, 85, 87, 'strong', 'SQL', 'Unlimited',
    ARRAY['Backup/restore', 'Cross-cluster replication', 'Snapshots'],
    ARRAY['TLS encryption', 'RBAC', 'LDAP integration', 'Audit logging'],
    ARRAY['Real-time analytics', 'Operational analytics', 'Time-series data'],
    ARRAY['Real-time processing', 'SQL compatibility', 'High performance', 'Cloud-native'],
    ARRAY['Memory intensive', 'Complex pricing', 'Learning curve'],
    'Commercial',
    ARRAY['Real-time Analytics', 'Operational Analytics', 'Cloud Applications']),

('VictoriaMetrics', 'relational', false, true, true, 82, 88, 'eventual', 'PromQL', 'Unlimited',
    ARRAY['Snapshots', 'Replication', 'Backup tools'],
    ARRAY['Basic authentication', 'TLS support', 'Multi-tenancy'],
    ARRAY['Time-series monitoring', 'DevOps metrics', 'IoT data'],
    ARRAY['High performance', 'Prometheus compatibility', 'Low resource usage'],
    ARRAY['Limited ACID support', 'Smaller ecosystem', 'Specialized use case'],
    'Apache 2.0',
    ARRAY['Time-series Monitoring', 'DevOps', 'IoT Applications']),

('AlloyDB', 'relational', true, true, true, 86, 88, 'strong', 'SQL', 'Unlimited',
    ARRAY['Automated backups', 'Point-in-time recovery', 'Cross-region backups'],
    ARRAY['IAM integration', 'VPC security', 'Encryption at rest and transit'],
    ARRAY['Google Cloud applications', 'PostgreSQL migration', 'Analytics'],
    ARRAY['PostgreSQL compatibility', 'Managed service', 'High performance', 'Google Cloud integration'],
    ARRAY['Google Cloud lock-in', 'Limited availability', 'Cost considerations'],
    'Commercial',
    ARRAY['Google Cloud', 'PostgreSQL Migration', 'Analytics']),

('CrateDB', 'relational', false, true, true, 81, 84, 'eventual', 'SQL', 'Unlimited',
    ARRAY['Snapshots', 'Replication', 'Backup/restore'],
    ARRAY['User management', 'SSL/TLS', 'Privilege system'],
    ARRAY['IoT applications', 'Time-series data', 'Real-time analytics'],
    ARRAY['SQL interface', 'Distributed architecture', 'Time-series optimization'],
    ARRAY['Eventual consistency', 'Complex distributed operations', 'Learning curve'],
    'Apache 2.0/Commercial',
    ARRAY['IoT Applications', 'Time-series Data', 'Real-time Analytics']),

('Greenplum', 'relational', true, true, true, 87, 86, 'strong', 'SQL', 'Unlimited',
    ARRAY['gpbackup', 'Incremental backup', 'Parallel restore'],
    ARRAY['Kerberos', 'LDAP', 'SSL encryption', 'Resource queues'],
    ARRAY['Data warehousing', 'Analytics', 'Business intelligence', 'Big data'],
    ARRAY['Massively parallel', 'PostgreSQL based', 'Advanced analytics', 'Open source'],
    ARRAY['Complex administration', 'Resource intensive', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Data Warehousing', 'Analytics', 'Big Data', 'Business Intelligence']),

('MonetDB', 'relational', true, false, true, 79, 83, 'strong', 'SQL', 'Unlimited',
    ARRAY['Hot snapshots', 'Write-ahead logging', 'Replication'],
    ARRAY['User authentication', 'SSL support', 'SQL privileges'],
    ARRAY['Analytics', 'Data science', 'OLAP workloads', 'Research'],
    ARRAY['Columnar storage', 'Vectorized execution', 'Fast analytics', 'Research-oriented'],
    ARRAY['Limited production use', 'Smaller community', 'Complex optimization'],
    'Mozilla Public License',
    ARRAY['Analytics', 'Data Science', 'Research', 'OLAP Systems']),

('H2 Database', 'relational', true, false, true, 76, 75, 'strong', 'SQL', '256 GB',
    ARRAY['Script backup', 'Binary backup', 'Incremental backup'],
    ARRAY['User authentication', 'SSL connections', 'Role-based access'],
    ARRAY['Java applications', 'Testing', 'Embedded systems', 'Development'],
    ARRAY['Pure Java', 'Lightweight', 'Fast startup', 'Multiple modes'],
    ARRAY['Limited scalability', 'Java dependency', 'Small community'],
    'EPL/MPL',
    ARRAY['Java Applications', 'Testing', 'Development', 'Embedded Systems']),

('Derby', 'relational', true, false, true, 77, 74, 'strong', 'SQL', 'Unlimited',
    ARRAY['Online backup', 'Import/export', 'Log archiving'],
    ARRAY['User authentication', 'SQL authorization', 'Encryption'],
    ARRAY['Java applications', 'Embedded systems', 'Development', 'Testing'],
    ARRAY['Pure Java', 'Embeddable', 'Standards compliant', 'Apache project'],
    ARRAY['Limited features', 'Performance limitations', 'Java dependency'],
    'Apache 2.0',
    ARRAY['Java Applications', 'Embedded Systems', 'Development']),

('HSQLDB', 'relational', true, false, true, 75, 73, 'strong', 'SQL', 'Unlimited',
    ARRAY['Script backup', 'Binary backup', 'Checkpoint'],
    ARRAY['User authentication', 'SQL roles', 'Access rights'],
    ARRAY['Java applications', 'Testing', 'Embedded databases', 'Development'],
    ARRAY['Lightweight', 'Fast startup', 'Multiple modes', 'Standards compliant'],
    ARRAY['Limited scalability', 'Java dependency', 'Basic features'],
    'BSD',
    ARRAY['Java Applications', 'Testing', 'Development', 'Embedded Systems']),

('Apache Drill', 'relational', false, true, true, 80, 81, 'eventual', 'SQL', 'Unlimited',
    ARRAY['Storage plugin backups', 'Metadata backup'],
    ARRAY['User authentication', 'Impersonation', 'Authorization'],
    ARRAY['Big data analytics', 'Data exploration', 'Multi-source queries'],
    ARRAY['Schema-free', 'Multi-source queries', 'SQL interface', 'Self-service analytics'],
    ARRAY['Complex setup', 'Performance tuning', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Big Data Analytics', 'Data Exploration', 'Multi-source Analysis']),

('Apache Impala', 'relational', false, true, true, 83, 85, 'eventual', 'SQL', 'HDFS dependent',
    ARRAY['HDFS snapshots', 'Table backups'],
    ARRAY['Kerberos', 'LDAP', 'Sentry integration', 'SSL/TLS'],
    ARRAY['Big data analytics', 'Business intelligence', 'Interactive queries'],
    ARRAY['Fast SQL queries', 'Hadoop integration', 'In-memory processing', 'Real-time analytics'],
    ARRAY['Hadoop dependency', 'Memory intensive', 'Limited ACID support'],
    'Apache 2.0',
    ARRAY['Big Data Analytics', 'Hadoop Ecosystem', 'Business Intelligence']),

('Presto', 'relational', false, true, true, 84, 87, 'eventual', 'SQL', 'Source dependent',
    ARRAY['Connector-specific backup strategies'],
    ARRAY['Authentication plugins', 'Access control', 'SSL/TLS'],
    ARRAY['Interactive analytics', 'Data lake queries', 'Multi-source analysis'],
    ARRAY['Fast queries', 'Multi-source federation', 'SQL standard compliance', 'Scalable'],
    ARRAY['In-memory limitations', 'Complex setup', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Interactive Analytics', 'Data Lakes', 'Multi-source Analysis']),

('Trino', 'relational', false, true, true, 85, 88, 'eventual', 'SQL', 'Source dependent',
    ARRAY['Connector-specific backup strategies'],
    ARRAY['Authentication methods', 'Authorization', 'SSL/TLS', 'Resource groups'],
    ARRAY['Interactive analytics', 'Data lake queries', 'Federation', 'Ad-hoc analysis'],
    ARRAY['High performance', 'Multi-source queries', 'SQL compliance', 'Active development'],
    ARRAY['Memory constraints', 'Complex configuration', 'Resource management'],
    'Apache 2.0',
    ARRAY['Interactive Analytics', 'Data Lakes', 'Query Federation']),

('Databricks SQL', 'relational', false, true, true, 87, 89, 'eventual', 'SQL', 'Unlimited',
    ARRAY['Delta Lake time travel', 'Automated backups', 'Cross-region replication'],
    ARRAY['Unity Catalog', 'Fine-grained access control', 'Encryption', 'Audit logs'],
    ARRAY['Analytics', 'Data science', 'Business intelligence', 'Data engineering'],
    ARRAY['Unified analytics', 'Auto-scaling', 'Collaborative', 'MLOps integration'],
    ARRAY['Vendor lock-in', 'Complex pricing', 'Learning curve'],
    'Commercial',
    ARRAY['Analytics', 'Data Science', 'Business Intelligence', 'MLOps']),

('Snowflake', 'relational', true, true, true, 92, 90, 'strong', 'SQL', 'Unlimited',
    ARRAY['Continuous data protection', 'Time Travel', 'Fail-safe'],
    ARRAY['Multi-factor authentication', 'End-to-end encryption', 'Access control', 'Data masking'],
    ARRAY['Data warehousing', 'Analytics', 'Data sharing', 'Data engineering'],
    ARRAY['Separation of storage/compute', 'Auto-scaling', 'Data sharing', 'Cloud-native'],
    ARRAY['Vendor lock-in', 'Cost management complexity', 'Limited customization'],
    'Commercial',
    ARRAY['Data Warehousing', 'Analytics', 'Data Sharing', 'Cloud Applications']),

('BigQuery', 'relational', false, true, true, 90, 91, 'eventual', 'SQL', 'Unlimited',
    ARRAY['Automated backups', 'Dataset snapshots', 'Cross-region replication'],
    ARRAY['IAM integration', 'Column-level security', 'Encryption', 'VPC Service Controls'],
    ARRAY['Analytics', 'Data warehousing', 'Business intelligence', 'Machine learning'],
    ARRAY['Serverless', 'Petabyte scale', 'Built-in ML', 'Google Cloud integration'],
    ARRAY['Google Cloud lock-in', 'Cost unpredictability', 'Limited real-time updates'],
    'Commercial',
    ARRAY['Analytics', 'Data Warehousing', 'Machine Learning', 'Google Cloud']),

('Redshift', 'relational', false, true, true, 89, 88, 'eventual', 'SQL', 'Unlimited',
    ARRAY['Automated backups', 'Cross-region snapshots', 'Incremental backups'],
    ARRAY['VPC security', 'Encryption at rest', 'IAM integration', 'Database audit logging'],
    ARRAY['Data warehousing', 'Analytics', 'Business intelligence', 'ETL processing'],
    ARRAY['AWS integration', 'Columnar storage', 'Massively parallel', 'Cost-effective'],
    ARRAY['AWS lock-in', 'Limited concurrency', 'Maintenance windows'],
    'Commercial',
    ARRAY['Data Warehousing', 'Analytics', 'Business Intelligence', 'AWS Cloud']),

-- Document Databases (Original 4 + 16 new = 20 total)
('MongoDB', 'document', false, true, true, 90, 88, 'eventual', 'MongoDB Query Language', 'Unlimited', 
    ARRAY['Replica sets', 'Sharding', 'Point-in-time snapshots'], 
    ARRAY['Authentication', 'Authorization', 'Encryption at rest', 'Network encryption'], 
    ARRAY['Content management', 'Real-time applications', 'IoT data', 'Catalog management', 'User profiles'], 
    ARRAY['Flexible schema', 'Horizontal scaling', 'JSON-like documents', 'Fast development'], 
    ARRAY['No ACID transactions', 'Memory usage', 'Data consistency challenges', 'Complex queries'], 
    'SSPL', 
    ARRAY['Content Management Systems', 'IoT', 'E-commerce', 'Real-time Applications', 'Social Media']),

('CouchDB', 'document', false, true, false, 82, 75, 'eventual', 'MapReduce/Mango', 'Unlimited', 
    ARRAY['Incremental replication', 'Multi-master sync', 'Snapshot backups'], 
    ARRAY['User authentication', 'Database-level permissions', 'SSL support'], 
    ARRAY['Offline-first applications', 'Mobile sync', 'Content management', 'Collaborative applications'], 
    ARRAY['Multi-master replication', 'Offline capabilities', 'HTTP API', 'Conflict resolution'], 
    ARRAY['Limited query capabilities', 'View complexity', 'Performance issues', 'Steep learning curve'], 
    'Apache 2.0', 
    ARRAY['Offline Applications', 'Mobile Sync', 'Collaborative Systems', 'Content Management']),

('Amazon DocumentDB', 'document', true, true, true, 88, 85, 'strong', 'MongoDB API', '64 TB per cluster', 
    ARRAY['Automated backups', 'Point-in-time recovery', 'Cross-region snapshots'], 
    ARRAY['VPC isolation', 'Encryption at rest', 'IAM integration', 'TLS encryption'], 
    ARRAY['AWS applications', 'Document storage', 'Content management', 'User profiles'], 
    ARRAY['Managed service', 'AWS integration', 'High availability', 'Automatic scaling'], 
    ARRAY['AWS lock-in', 'Limited MongoDB compatibility', 'Regional availability', 'Pricing complexity'], 
    'Commercial', 
    ARRAY['AWS Cloud', 'Managed Services', 'Enterprise Applications', 'Content Management']),

('RavenDB', 'document', true, true, true, 84, 82, 'eventual', 'RQL', 'Unlimited', 
    ARRAY['Incremental backups', 'Snapshot backups', 'Replication'], 
    ARRAY['X.509 certificates', 'HTTPS', 'Database encryption', 'User authentication'], 
    ARRAY['.NET applications', 'Document storage', 'Full-text search', 'Real-time applications'], 
    ARRAY['.NET integration', 'ACID transactions', 'Full-text search', 'Real-time indexing'], 
    ARRAY['Limited ecosystem', 'Windows-centric', 'Learning curve', 'Commercial licensing'], 
    'AGPL/Commercial', 
    ARRAY['.NET Applications', 'Enterprise Systems', 'Full-text Search', 'Windows Environments']),

-- Additional Document Databases (16 new)
('Couchbase', 'document', false, true, true, 87, 86, 'eventual', 'N1QL', 'Unlimited',
    ARRAY['Cross datacenter replication', 'Incremental backup', 'Full backup'],
    ARRAY['RBAC', 'LDAP integration', 'X.509 certificates', 'Audit logging'],
    ARRAY['Mobile applications', 'Web applications', 'Real-time analytics', 'Session storage'],
    ARRAY['Memory-first architecture', 'Full-text search', 'Mobile sync', 'SQL-like queries'],
    ARRAY['Complex configuration', 'Memory intensive', 'Learning curve'],
    'Apache 2.0/Commercial',
    ARRAY['Mobile Applications', 'Web Applications', 'Real-time Analytics']),

('OrientDB', 'multi-model', true, true, true, 81, 79, 'strong', 'SQL/Gremlin', 'Unlimited',
    ARRAY['Incremental backup', 'Full backup', 'Import/export'],
    ARRAY['User authentication', 'Role-based security', 'Record-level security'],
    ARRAY['Multi-model applications', 'Graph databases', 'Document storage'],
    ARRAY['Multi-model support', 'ACID compliance', 'SQL support', 'Graph capabilities'],
    ARRAY['Complex configuration', 'Performance issues', 'Limited documentation'],
    'Apache 2.0/Commercial',
    ARRAY['Multi-model Applications', 'Graph Analytics', 'Document Storage']),

('FaunaDB', 'document', true, true, true, 83, 84, 'strong', 'FQL', 'Unlimited',
    ARRAY['Automatic backups', 'Point-in-time recovery', 'Global replication'],
    ARRAY['Identity-based access', 'Attribute-based access control', 'Encryption'],
    ARRAY['Serverless applications', 'JAMstack', 'Real-time applications'],
    ARRAY['Serverless', 'ACID transactions', 'Global consistency', 'Multi-model'],
    ARRAY['Vendor lock-in', 'Complex pricing', 'Learning curve', 'Limited tooling'],
    'Commercial',
    ARRAY['Serverless Applications', 'JAMstack', 'Real-time Applications']),

('Firebase Firestore', 'document', false, true, true, 85, 83, 'eventual', 'Firebase API', 'Unlimited',
    ARRAY['Automatic backups', 'Export/import', 'Real-time sync'],
    ARRAY['Firebase Authentication', 'Security rules', 'IAM integration'],
    ARRAY['Mobile applications', 'Web applications', 'Real-time sync'],
    ARRAY['Real-time updates', 'Offline support', 'Google integration', 'Easy scaling'],
    ARRAY['Google lock-in', 'Query limitations', 'Cost at scale', 'Vendor dependency'],
    'Commercial',
    ARRAY['Mobile Applications', 'Web Applications', 'Real-time Sync']),

('Elasticsearch', 'document', false, true, true, 91, 89, 'eventual', 'Query DSL', 'Unlimited',
    ARRAY['Snapshot/restore', 'Cross-cluster replication', 'Index lifecycle management'],
    ARRAY['Authentication', 'Authorization', 'Field-level security', 'Audit logging'],
    ARRAY['Full-text search', 'Log analytics', 'Real-time search', 'Business intelligence'],
    ARRAY['Full-text search', 'Real-time indexing', 'Distributed architecture', 'Analytics'],
    ARRAY['Memory intensive', 'Complex configuration', 'License changes', 'Operational complexity'],
    'Elastic License/Commercial',
    ARRAY['Full-text Search', 'Log Analytics', 'Business Intelligence', 'Real-time Search']),

('PouchDB', 'document', false, true, false, 78, 76, 'eventual', 'JavaScript API', 'Browser dependent',
    ARRAY['Replication', 'Sync protocols', 'Local storage'],
    ARRAY['Browser security model', 'Basic authentication'],
    ARRAY['Offline-first web apps', 'Mobile web applications', 'Progressive web apps'],
    ARRAY['Offline capabilities', 'CouchDB sync', 'Browser-based', 'JavaScript native'],
    ARRAY['Browser limitations', 'Storage constraints', 'Performance limitations'],
    'Apache 2.0',
    ARRAY['Offline Web Applications', 'Progressive Web Apps', 'Mobile Web']),

('AzureDB Cosmos DB', 'multi-model', false, true, true, 89, 87, 'tunable', 'Multiple APIs', 'Unlimited',
    ARRAY['Automatic backups', 'Point-in-time restore', 'Geo-redundant backups'],
    ARRAY['AAD integration', 'RBAC', 'Private endpoints', 'Encryption'],
    ARRAY['Global applications', 'IoT data', 'Gaming', 'Web applications'],
    ARRAY['Multi-model', 'Global distribution', 'Guaranteed SLAs', 'Multi-API support'],
    ARRAY['Azure lock-in', 'Complex pricing', 'Learning curve', 'API limitations'],
    'Commercial',
    ARRAY['Azure Cloud', 'Global Applications', 'IoT', 'Gaming']),

('Amazon SimpleDB', 'document', false, true, false, 72, 70, 'eventual', 'SimpleDB API', '10 GB per domain',
    ARRAY['Automatic replication', 'Point-in-time consistency'],
    ARRAY['AWS IAM', 'HTTPS encryption', 'Access policies'],
    ARRAY['Simple web applications', 'Metadata storage', 'Configuration data'],
    ARRAY['Simple API', 'Automatic scaling', 'No administration', 'AWS integration'],
    ARRAY['Limited functionality', 'Storage limitations', 'Query constraints', 'Deprecated'],
    'Commercial',
    ARRAY['Simple Web Applications', 'Configuration Storage', 'AWS Legacy']),

('MarkLogic', 'multi-model', true, true, true, 86, 84, 'strong', 'XQuery/JavaScript', 'Unlimited',
    ARRAY['Incremental backup', 'Point-in-time recovery', 'Database replication'],
    ARRAY['Role-based security', 'Element-level security', 'Encryption', 'Audit logging'],
    ARRAY['Content management', 'Government systems', 'Publishing', 'Data integration'],
    ARRAY['Multi-model', 'Enterprise features', 'Semantic capabilities', 'ACID compliance'],
    ARRAY['Expensive licensing', 'Complex administration', 'Steep learning curve'],
    'Commercial',
    ARRAY['Content Management', 'Government Systems', 'Enterprise Data Integration']),

('Apache Jackrabbit', 'document', true, false, true, 79, 77, 'strong', 'JCR API', 'Unlimited',
    ARRAY['Backup utilities', 'Repository export', 'Clustering support'],
    ARRAY['Access control', 'User authentication', 'Permission management'],
    ARRAY['Content management', 'Document management', 'Java applications'],
    ARRAY['JCR standard compliance', 'Hierarchical storage', 'Version control'],
    ARRAY['Java dependency', 'Limited scalability', 'Complex configuration'],
    'Apache 2.0',
    ARRAY['Content Management', 'Document Management', 'Java Applications']),

('eXist-db', 'document', true, false, true, 74, 72, 'strong', 'XQuery', 'Unlimited',
    ARRAY['Database backup', 'Incremental backup', 'Replication'],
    ARRAY['User authentication', 'Access control lists', 'SSL support'],
    ARRAY['XML applications', 'Digital humanities', 'Publishing systems'],
    ARRAY['Native XML storage', 'XQuery support', 'Full-text search', 'Open source'],
    ARRAY['Limited scalability', 'Niche use cases', 'Small community'],
    'LGPL',
    ARRAY['XML Applications', 'Digital Humanities', 'Publishing']),

('BaseX', 'document', true, false, true, 76, 74, 'strong', 'XQuery', 'Unlimited',
    ARRAY['Database backup', 'Export functions', 'Replication support'],
    ARRAY['User management', 'Database permissions', 'SSL connections'],
    ARRAY['XML processing', 'Digital archives', 'Research projects'],
    ARRAY['Fast XML processing', 'XQuery 3.1 support', 'Lightweight', 'Standards compliant'],
    ARRAY['Limited non-XML support', 'Smaller ecosystem', 'Specialized use case'],
    'BSD',
    ARRAY['XML Processing', 'Digital Archives', 'Research Projects']),

('Sedna', 'document', true, false, true, 71, 69, 'strong', 'XQuery', 'Unlimited',
    ARRAY['Hot backup', 'Incremental backup', 'Recovery utilities'],
    ARRAY['User authentication', 'Access privileges', 'Secure connections'],
    ARRAY['XML data management', 'Academic projects', 'Small-scale XML applications'],
    ARRAY['Native XML storage', 'ACID compliance', 'XQuery support'],
    ARRAY['Limited development', 'Small community', 'Outdated features'],
    'Apache 2.0',
    ARRAY['XML Data Management', 'Academic Projects', 'Small XML Applications']),

('Qizx', 'document', true, false, true, 73, 71, 'strong', 'XQuery', 'Unlimited',
    ARRAY['Database backup', 'Replication', 'Export utilities'],
    ARRAY['User authentication', 'Access control', 'SSL support'],
    ARRAY['XML content management', 'Publishing workflows', 'Data integration'],
    ARRAY['Enterprise XML features', 'Performance optimization', 'Standards compliance'],
    ARRAY['Commercial licensing', 'Limited adoption', 'XML-focused only'],
    'Commercial',
    ARRAY['XML Content Management', 'Publishing', 'Data Integration']),

('Clusterpoint', 'document', false, true, true, 77, 78, 'eventual', 'SQL++/JavaScript', 'Unlimited',
    ARRAY['Automatic replication', 'Backup utilities', 'Point-in-time recovery'],
    ARRAY['User authentication', 'Access control', 'Encryption support'],
    ARRAY['NoSQL applications', 'Real-time analytics', 'Search applications'],
    ARRAY['SQL-like queries', 'Full-text search', 'Real-time indexing', 'Distributed'],
    ARRAY['Limited ecosystem', 'Complex setup', 'Commercial focus'],
    'Commercial',
    ARRAY['NoSQL Applications', 'Real-time Analytics', 'Search Systems']),

('IBM Cloudant', 'document', false, true, true, 84, 81, 'eventual', 'HTTP API', 'Unlimited',
    ARRAY['Continuous replication', 'Incremental backup', 'Cross-region sync'],
    ARRAY['IAM integration', 'API key management', 'HTTPS encryption'],
    ARRAY['Mobile applications', 'Web applications', 'IoT data storage'],
    ARRAY['CouchDB compatibility', 'Global replication', 'Managed service', 'IBM Cloud integration'],
    ARRAY['IBM Cloud dependency', 'Eventually consistent', 'Limited querying'],
    'Commercial',
    ARRAY['Mobile Applications', 'IBM Cloud', 'IoT Storage']),

('Riak TS', 'document', false, true, false, 78, 80, 'eventual', 'SQL subset', 'Unlimited',
    ARRAY['Multi-datacenter replication', 'Backup utilities'],
    ARRAY['Authentication', 'SSL/TLS support', 'Access controls'],
    ARRAY['Time-series data', 'IoT applications', 'Sensor data'],
    ARRAY['Time-series optimization', 'Distributed architecture', 'High availability'],
    ARRAY['Limited SQL support', 'Complex operations', 'Specialized use case'],
    'Apache 2.0',
    ARRAY['Time-series Applications', 'IoT Data', 'Sensor Networks']),

-- Key-Value Databases (Original 5 + 20 new = 25 total)
('Redis', 'key-value', false, true, true, 92, 95, 'eventual', 'Redis commands', '512 MB per key', 
    ARRAY['RDB snapshots', 'AOF persistence', 'Replica synchronization'], 
    ARRAY['AUTH command', 'SSL/TLS support', 'ACLs', 'Network security'], 
    ARRAY['Caching', 'Session storage', 'Real-time analytics', 'Message queuing', 'Leaderboards'], 
    ARRAY['Extremely fast', 'In-memory storage', 'Rich data structures', 'Pub/Sub messaging'], 
    ARRAY['Memory limitations', 'Persistence complexity', 'Single-threaded', 'Data durability concerns'], 
    'BSD', 
    ARRAY['Real-time Analytics', 'Caching Systems', 'Gaming', 'Session Management', 'E-commerce']),

('Amazon DynamoDB', 'key-value', false, true, true, 91, 90, 'eventual', 'DynamoDB API', '400 KB per item', 
    ARRAY['On-demand backups', 'Point-in-time recovery', 'Cross-region replication'], 
    ARRAY['IAM integration', 'VPC endpoints', 'Encryption at rest', 'Fine-grained access control'], 
    ARRAY['Serverless applications', 'IoT data', 'Gaming', 'Mobile backends', 'Real-time bidding'], 
    ARRAY['Serverless', 'Auto-scaling', 'Low latency', 'AWS integration', 'Managed service'], 
    ARRAY['AWS lock-in', 'Query limitations', 'Cost unpredictability', 'Learning curve'], 
    'Commercial', 
    ARRAY['Serverless Applications', 'IoT', 'Gaming', 'Mobile Backends', 'AWS Cloud']),

('Riak KV', 'key-value', false, true, false, 79, 81, 'eventual', 'HTTP API', 'Unlimited', 
    ARRAY['Multi-datacenter replication', 'Backup/restore utilities'], 
    ARRAY['SSL/TLS', 'User authentication', 'Access controls'], 
    ARRAY['Distributed systems', 'High-availability applications', 'Session storage'], 
    ARRAY['High availability', 'Fault tolerance', 'Distributed architecture', 'Conflict resolution'], 
    ARRAY['Complex operations', 'Eventual consistency', 'Limited query capabilities', 'Operational complexity'], 
    'Apache 2.0', 
    ARRAY['High Availability Systems', 'Distributed Applications', 'Fault-tolerant Systems']),

('Berkeley DB', 'key-value', true, false, true, 86, 83, 'strong', 'API calls', 'Unlimited', 
    ARRAY['Hot backups', 'Incremental backups', 'Transaction logs'], 
    ARRAY['File permissions', 'Encryption API'], 
    ARRAY['Embedded systems', 'High-performance applications', 'System software', 'Mobile apps'], 
    ARRAY['High performance', 'Embeddable', 'ACID compliance', 'Small footprint', 'Mature'], 
    ARRAY['Low-level API', 'Complex programming', 'Limited tools', 'Oracle licensing'], 
    'Sleepycat/Commercial', 
    ARRAY['Embedded Systems', 'System Software', 'High-performance Applications', 'Mobile Applications']),

('Hazelcast', 'key-value', false, true, true, 85, 89, 'strong', 'Java API', 'Available memory', 
    ARRAY['Cluster-wide backups', 'MapStore persistence', 'WAN replication'], 
    ARRAY['SSL/TLS', 'JAAS integration', 'Client authentication', 'Cluster security'], 
    ARRAY['Distributed caching', 'Session clustering', 'Real-time processing', 'Microservices'], 
    ARRAY['In-memory speed', 'Distributed computing', 'Java integration', 'Real-time processing'], 
    ARRAY['Memory constraints', 'Java ecosystem dependency', 'Complex configuration'], 
    'Apache 2.0/Commercial', 
    ARRAY['Distributed Caching', 'Java Applications', 'Real-time Processing', 'Microservices']),

-- Additional Key-Value Databases (20 new)
('Apache Ignite', 'key-value', true, true, true, 84, 87, 'strong', 'SQL/Key-Value API', 'Available memory',
    ARRAY['Native persistence', 'Incremental snapshots', 'WAL backups'],
    ARRAY['Authentication', 'SSL/TLS', 'Transparent data encryption'],
    ARRAY['In-memory computing', 'Distributed caching', 'Real-time processing'],
    ARRAY['In-memory speed', 'ACID compliance', 'SQL support', 'Distributed computing'],
    ARRAY['Memory intensive', 'Complex configuration', 'Java dependency'],
    'Apache 2.0',
    ARRAY['In-memory Computing', 'Distributed Caching', 'Real-time Processing']),

('Memcached', 'key-value', false, true, false, 88, 94, 'eventual', 'Protocol commands', 'Available memory',
    ARRAY['No built-in persistence', 'Client-side backup strategies'],
    ARRAY['SASL authentication', 'Binary protocol security'],
    ARRAY['Web application caching', 'Session storage', 'Database query caching'],
    ARRAY['Extremely fast', 'Simple design', 'Wide support', 'Memory efficient'],
    ARRAY['No persistence', 'No replication', 'Limited data structures', 'No built-in security'],
    'BSD',
    ARRAY['Web Caching', 'Session Storage', 'Database Caching']),

('Etcd', 'key-value', true, true, false, 86, 84, 'strong', 'gRPC API', 'Available memory',
    ARRAY['Raft consensus backups', 'Snapshot backups', 'WAL recovery'],
    ARRAY['TLS encryption', 'RBAC', 'Client certificates', 'Audit logging'],
    ARRAY['Configuration management', 'Service discovery', 'Distributed coordination'],
    ARRAY['Strong consistency', 'Distributed consensus', 'Kubernetes integration', 'Reliable'],
    ARRAY['Limited scalability', 'Memory constraints', 'Network partitions sensitivity'],
    'Apache 2.0',
    ARRAY['Configuration Management', 'Service Discovery', 'Kubernetes', 'Distributed Systems']),

('Apache Zookeeper', 'key-value', true, true, false, 85, 82, 'strong', 'ZooKeeper API', 'Available memory',
    ARRAY['Transaction logs', 'Snapshots', 'Backup utilities'],
    ARRAY['SASL authentication', 'Kerberos integration', 'Access control lists'],
    ARRAY['Distributed coordination', 'Configuration management', 'Naming services'],
    ARRAY['Proven reliability', 'Strong consistency', 'Mature ecosystem', 'Zab consensus'],
    ARRAY['Complex administration', 'Limited scalability', 'Java dependency'],
    'Apache 2.0',
    ARRAY['Distributed Coordination', 'Configuration Management', 'Apache Ecosystem']),

('Consul', 'key-value', true, true, true, 83, 81, 'strong', 'HTTP API', 'Available memory',
    ARRAY['Raft snapshots', 'Backup utilities', 'Cross-datacenter replication'],
    ARRAY['ACL system', 'TLS encryption', 'Gossip encryption', 'Connect CA'],
    ARRAY['Service discovery', 'Configuration management', 'Health checking'],
    ARRAY['Service mesh integration', 'Multi-datacenter', 'Health checking', 'DNS integration'],
    ARRAY['Complex networking', 'Resource intensive', 'Learning curve'],
    'Mozilla Public License',
    ARRAY['Service Discovery', 'Service Mesh', 'Multi-datacenter', 'DevOps']),

('LevelDB', 'key-value', false, false, true, 80, 86, 'strong', 'C++ API', 'Available disk',
    ARRAY['Manual backup', 'File-based backups'],
    ARRAY['File system permissions', 'Application-level security'],
    ARRAY['Embedded applications', 'Local storage', 'Mobile applications'],
    ARRAY['Fast writes', 'Embedded design', 'Google developed', 'LSM tree storage'],
    ARRAY['No network interface', 'Single process', 'No built-in replication'],
    'BSD',
    ARRAY['Embedded Applications', 'Local Storage', 'Mobile Apps']),

('RocksDB', 'key-value', false, false, true, 84, 90, 'strong', 'C++ API', 'Available disk',
    ARRAY['Backup engine', 'Checkpoint snapshots', 'WAL recovery'],
    ARRAY['File system permissions', 'Application-level encryption'],
    ARRAY['Embedded storage', 'Write-heavy applications', 'Stream processing'],
    ARRAY['High write performance', 'Configurable', 'LSM optimization', 'Facebook developed'],
    ARRAY['Complex tuning', 'No network interface', 'Single process'],
    'Apache 2.0/GPL',
    ARRAY['Embedded Storage', 'Write-heavy Applications', 'Stream Processing']),

('Voldemort', 'key-value', false, true, true, 76, 78, 'eventual', 'Java API', 'Unlimited',
    ARRAY['Read-only stores', 'Incremental updates', 'Backup utilities'],
    ARRAY['Basic authentication', 'SSL support'],
    ARRAY['High-volume serving systems', 'Read-heavy workloads'],
    ARRAY['High availability', 'Fault tolerance', 'Consistent hashing', 'LinkedIn developed'],
    ARRAY['Complex setup', 'Limited features', 'Declining support'],
    'Apache 2.0',
    ARRAY['High-volume Systems', 'Read-heavy Workloads', 'Fault-tolerant Systems']),

('GridDB', 'key-value', true, true, true, 78, 82, 'strong', 'SQL/NoSQL API', 'Unlimited',
    ARRAY['Online backup', 'Point-in-time recovery', 'Cluster backup'],
    ARRAY['Authentication', 'SSL/TLS', 'Access control'],
    ARRAY['IoT applications', 'Time-series data', 'Sensor networks'],
    ARRAY['Time-series optimization', 'In-memory processing', 'ACID compliance'],
    ARRAY['Limited ecosystem', 'Complex configuration', 'Niche focus'],
    'AGPL/Commercial',
    ARRAY['IoT Applications', 'Time-series Data', 'Sensor Networks']),

('KeyDB', 'key-value', false, true, true, 87, 92, 'eventual', 'Redis commands', '512 MB per key',
    ARRAY['RDB snapshots', 'AOF persistence', 'Multi-master replication'],
    ARRAY['AUTH command', 'TLS support', 'ACLs'],
    ARRAY['High-performance caching', 'Session storage', 'Real-time applications'],
    ARRAY['Redis compatibility', 'Multi-threaded', 'Higher performance', 'Active replication'],
    ARRAY['Newer project', 'Limited ecosystem', 'Memory constraints'],
    'BSD',
    ARRAY['High-performance Caching', 'Real-time Applications', 'Redis Enhancement']),

('Aerospike', 'key-value', false, true, true, 86, 91, 'eventual', 'Client APIs', 'Unlimited',
    ARRAY['Cross-datacenter replication', 'Backup utilities', 'Snapshot backups'],
    ARRAY['RBAC', 'LDAP integration', 'TLS encryption', 'Audit logging'],
    ARRAY['Real-time applications', 'AdTech', 'Gaming', 'Financial services'],
    ARRAY['Extremely fast', 'Hybrid memory architecture', 'Strong consistency options', 'Linear scaling'],
    ARRAY['Complex configuration', 'Memory/SSD requirements', 'Commercial licensing'],
    'AGPL/Commercial',
    ARRAY['Real-time Applications', 'AdTech', 'Gaming', 'High-performance Systems']),

('LMDB', 'key-value', true, false, true, 82, 88, 'strong', 'C API', 'Available memory',
    ARRAY['File-based backups', 'Memory-mapped backups'],
    ARRAY['File permissions', 'Process isolation'],
    ARRAY['Embedded applications', 'System databases', 'Caching layers'],
    ARRAY['Memory-mapped', 'ACID compliance', 'Zero-copy reads', 'Crash-proof'],
    ARRAY['Single writer', 'Memory limitations', 'No network interface'],
    'OpenLDAP License',
    ARRAY['Embedded Applications', 'System Databases', 'Caching']),

('TiKV', 'key-value', true, true, true, 83, 85, 'strong', 'gRPC API', 'Unlimited',
    ARRAY['Raft snapshots', 'Incremental backup', 'Cross-region replication'],
    ARRAY['TLS encryption', 'Certificate authentication'],
    ARRAY['Distributed systems', 'Cloud-native applications', 'Microservices'],
    ARRAY['Distributed transactions', 'Raft consensus', 'Cloud-native', 'Rust implementation'],
    ARRAY['Complex distributed system', 'Resource intensive', 'Operational complexity'],
    'Apache 2.0',
    ARRAY['Distributed Systems', 'Cloud-native Apps', 'Microservices']),

('FDB (FoundationDB)', 'key-value', true, true, true, 88, 89, 'strong', 'Multi-language APIs', 'Unlimited',
    ARRAY['Continuous backup', 'Point-in-time recovery', 'Cross-datacenter replication'],
    ARRAY['TLS encryption', 'Client authentication'],
    ARRAY['Distributed databases', 'OLTP systems', 'Multi-model databases'],
    ARRAY['ACID guarantees', 'Multi-model support', 'Apple developed', 'Strong consistency'],
    ARRAY['Complex architecture', 'Limited tooling', 'Steep learning curve'],
    'Apache 2.0',
    ARRAY['Distributed Databases', 'OLTP Systems', 'Multi-model Applications']),

('Infinite Graph', 'key-value', true, true, true, 75, 77, 'strong', 'Java/C++ API', 'Unlimited',
    ARRAY['Hot backup', 'Incremental backup', 'Replication'],
    ARRAY['User authentication', 'Access controls', 'Encryption support'],
    ARRAY['Graph analytics', 'Social networks', 'Fraud detection'],
    ARRAY['Distributed graph processing', 'High performance', 'ACID compliance'],
    ARRAY['Commercial licensing', 'Complex setup', 'Limited adoption'],
    'Commercial',
    ARRAY['Graph Analytics', 'Social Networks', 'Fraud Detection']),

('Tokyo Cabinet', 'key-value', false, false, true, 74, 83, 'strong', 'C API', 'Available disk',
    ARRAY['File-based backup', 'Replication utilities'],
    ARRAY['File permissions', 'Access controls'],
    ARRAY['Embedded databases', 'High-performance storage', 'System applications'],
    ARRAY['High performance', 'Multiple storage formats', 'Lightweight'],
    ARRAY['Single process', 'Limited features', 'No network interface'],
    'LGPL',
    ARRAY['Embedded Databases', 'High-performance Storage', 'System Applications']),

('Amazon ElastiCache', 'key-value', false, true, true, 87, 88, 'eventual', 'Redis/Memcached', 'Configurable',
    ARRAY['Automated backups', 'Manual snapshots', 'Cross-region replication'],
    ARRAY['VPC security', 'Encryption at rest/transit', 'IAM policies'],
    ARRAY['Web applications', 'Session storage', 'Real-time analytics'],
    ARRAY['Managed service', 'Multi-engine support', 'Auto-scaling', 'AWS integration'],
    ARRAY['AWS lock-in', 'Limited customization', 'Cost considerations'],
    'Commercial',
    ARRAY['AWS Applications', 'Web Caching', 'Session Storage']),

('Azure Cache for Redis', 'key-value', false, true, true, 86, 86, 'eventual', 'Redis commands', 'Configurable',
    ARRAY['Automated backups', 'Export/import', 'Geo-replication'],
    ARRAY['AAD integration', 'VNet isolation', 'TLS encryption'],
    ARRAY['Azure applications', 'Session storage', 'Real-time applications'],
    ARRAY['Managed service', 'Azure integration', 'High availability', 'Multiple tiers'],
    ARRAY['Azure lock-in', 'Limited Redis features', 'Cost complexity'],
    'Commercial',
    ARRAY['Azure Applications', 'Session Storage', 'Real-time Apps']),

('Google Cloud Memorystore', 'key-value', false, true, true, 85, 85, 'eventual', 'Redis/Memcached', 'Configurable',
    ARRAY['Automated backups', 'Point-in-time recovery', 'Cross-region replicas'],
    ARRAY['VPC security', 'IAM integration', 'TLS encryption'],
    ARRAY['Google Cloud applications', 'Gaming', 'Real-time analytics'],
    ARRAY['Managed service', 'Google Cloud integration', 'High availability'],
    ARRAY['Google Cloud lock-in', 'Limited customization', 'Regional availability'],
    'Commercial',
    ARRAY['Google Cloud', 'Gaming', 'Real-time Analytics']),

('Tarantool', 'key-value', true, true, true, 81, 87, 'strong', 'Lua/SQL', 'Available memory',
    ARRAY['WAL backups', 'Snapshots', 'Replication'],
    ARRAY['User authentication', 'SSL/TLS support', 'Access controls'],
    ARRAY['High-performance applications', 'Game backends', 'Financial systems'],
    ARRAY['In-memory speed', 'Lua scripting', 'ACID compliance', 'Stored procedures'],
    ARRAY['Lua dependency', 'Memory constraints', 'Limited ecosystem'],
    'BSD',
    ARRAY['High-performance Apps', 'Game Backends', 'Financial Systems']),

-- Column-Family Databases (Original 4 + 11 new = 15 total)
('Apache Cassandra', 'column-family', false, true, true, 89, 87, 'eventual', 'CQL', 'Unlimited', 
    ARRAY['Incremental backups', 'Snapshot backups', 'Point-in-time recovery'], 
    ARRAY['SSL/TLS encryption', 'Role-based access control', 'Transparent data encryption'], 
    ARRAY['Time-series data', 'IoT applications', 'Messaging systems', 'Recommendation engines'], 
    ARRAY['Linear scalability', 'High availability', 'Distributed architecture', 'No single point of failure'], 
    ARRAY['Eventual consistency', 'Complex data modeling', 'Memory intensive', 'Operational complexity'], 
    'Apache 2.0', 
    ARRAY['Time-series Data', 'IoT Applications', 'Large-scale Systems', 'Distributed Applications']),

('HBase', 'column-family', false, true, true, 83, 82, 'strong', 'Java API/Thrift', 'Unlimited', 
    ARRAY['HDFS snapshots', 'Export/import utilities', 'Replication'], 
    ARRAY['Kerberos authentication', 'Cell-level security', 'Access control lists'], 
    ARRAY['Big data analytics', 'Real-time applications', 'Time-series data', 'Log processing'], 
    ARRAY['Hadoop integration', 'Real-time access', 'Automatic sharding', 'Strong consistency'], 
    ARRAY['Hadoop dependency', 'Complex setup', 'Java ecosystem', 'Operational overhead'], 
    'Apache 2.0', 
    ARRAY['Big Data Analytics', 'Hadoop Ecosystem', 'Real-time Applications', 'Log Processing']);


    INSERT INTO cloud_technologies (
    name, provider, service_type, global_availability, uptime_sla, auto_scaling, 
    serverless_support, container_support, managed_services, security_certifications, 
    primary_use_cases, strengths, weaknesses, free_tier_available, domain
) VALUES 
-- Original 5 entries
('AWS', 'amazon', 'iaas', 25, 99.999, true, true, true,
    ARRAY['RDS', 'Lambda', 'S3', 'CloudFront', 'ElastiCache', 'API Gateway', 'Cognito'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA', 'PCI DSS'],
    ARRAY['Web hosting', 'Data storage', 'Serverless computing', 'Machine learning', 'Big data analytics'],
    ARRAY['Comprehensive services', 'Market leader', 'Global reach', 'Reliable infrastructure', 'Strong security'],
    ARRAY['Complex pricing', 'Steep learning curve', 'Vendor lock-in risk', 'Cost optimization challenges'],
    true,
    ARRAY['Enterprise Applications', 'E-commerce', 'Big Data Analytics', 'Machine Learning', 'IoT']),

('Vercel', 'vercel', 'paas', 12, 99.99, true, true, true,
    ARRAY['Edge Functions', 'Analytics', 'Preview Deployments', 'Domain Management'],
    ARRAY['SOC 2', 'GDPR compliant'],
    ARRAY['Frontend deployment', 'JAMstack applications', 'Static sites', 'Serverless functions'],
    ARRAY['Excellent DX', 'Fast deployments', 'Edge network', 'Git integration', 'Zero config'],
    ARRAY['Frontend focused', 'Limited backend capabilities', 'Pricing for scale', 'Less enterprise features'],
    true,
    ARRAY['Startups', 'Static Websites', 'JAMstack Applications', 'E-commerce', 'Developer Tools']),

('DigitalOcean', 'digitalocean', 'iaas', 8, 99.99, true, false, true,
    ARRAY['Managed Databases', 'Load Balancers', 'Spaces', 'App Platform'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Web applications', 'Development environments', 'Small to medium businesses', 'API hosting'],
    ARRAY['Simple pricing', 'Developer friendly', 'Good documentation', 'Affordable', 'Easy to use'],
    ARRAY['Limited services', 'Smaller global footprint', 'Less enterprise features', 'Limited scalability'],
    true,
    ARRAY['Small Business', 'Web Applications', 'Development Environments', 'Startups', 'API Hosting']),

('Railway', 'railway', 'paas', 3, 99.9, true, false, true,
    ARRAY['Postgres', 'Redis', 'Environment management', 'Git deployments'],
    ARRAY['SOC 2 Type II'],
    ARRAY['Full-stack applications', 'Database hosting', 'API development', 'Rapid prototyping'],
    ARRAY['Simple deployment', 'Good pricing', 'Database included', 'Git integration', 'Developer friendly'],
    ARRAY['Limited regions', 'Newer platform', 'Fewer services', 'Less enterprise ready'],
    true,
    ARRAY['Startups', 'Prototyping', 'Full-stack Applications', 'Database Hosting', 'API Development']),

('Netlify', 'netlify', 'paas', 4, 99.9, true, true, false,
    ARRAY['Forms', 'Identity', 'Analytics', 'Split Testing'],
    ARRAY['SOC 2', 'GDPR compliant'],
    ARRAY['Static sites', 'JAMstack applications', 'Frontend deployment', 'Landing pages'],
    ARRAY['Easy deployment', 'CDN included', 'Form handling', 'Branch previews', 'Good free tier'],
    ARRAY['Static sites only', 'Limited backend', 'Function limitations', 'Bandwidth costs'],
    true,
    ARRAY['Static Websites', 'JAMstack Applications', 'Marketing Landing Pages', 'Startups', 'Content Management Systems']),

-- Major Cloud Providers
('Google Cloud', 'google', 'iaas', 24, 99.999, true, true, true,
    ARRAY['BigQuery', 'Cloud Functions', 'Cloud Storage', 'Kubernetes Engine', 'AI Platform'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA', 'PCI DSS'],
    ARRAY['Machine learning', 'Data analytics', 'Container orchestration', 'Web hosting'],
    ARRAY['AI/ML leadership', 'Kubernetes native', 'Data analytics', 'Global network', 'Competitive pricing'],
    ARRAY['Smaller market share', 'Learning curve', 'Documentation gaps', 'Limited enterprise support'],
    true,
    ARRAY['Machine Learning', 'Data Analytics', 'Container Applications', 'Enterprise', 'Gaming']),

('Microsoft Azure', 'microsoft', 'iaas', 60, 99.999, true, true, true,
    ARRAY['Azure SQL', 'Functions', 'Blob Storage', 'AKS', 'Cognitive Services'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA', 'PCI DSS'],
    ARRAY['Enterprise applications', 'Hybrid cloud', 'Windows workloads', 'AI services'],
    ARRAY['Enterprise integration', 'Hybrid capabilities', 'Microsoft ecosystem', 'Global presence'],
    ARRAY['Complex pricing', 'Learning curve', 'UI complexity', 'Documentation fragmentation'],
    true,
    ARRAY['Enterprise', 'Windows Applications', 'Hybrid Cloud', 'Government', 'Healthcare']),

('IBM Cloud', 'ibm', 'iaas', 19, 99.95, true, true, true,
    ARRAY['Watson', 'Cloudant', 'Cloud Functions', 'Kubernetes Service'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA'],
    ARRAY['Enterprise applications', 'AI/ML', 'Hybrid cloud', 'Mainframe integration'],
    ARRAY['Enterprise focus', 'AI capabilities', 'Hybrid cloud', 'Industry expertise'],
    ARRAY['Market position', 'Pricing', 'Developer experience', 'Limited consumer focus'],
    true,
    ARRAY['Enterprise', 'AI/ML', 'Mainframe Integration', 'Financial Services', 'Healthcare']),

('Oracle Cloud', 'oracle', 'iaas', 37, 99.95, true, true, true,
    ARRAY['Autonomous Database', 'Functions', 'Object Storage', 'Container Engine'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA'],
    ARRAY['Database workloads', 'Enterprise applications', 'ERP systems'],
    ARRAY['Database expertise', 'Performance', 'Enterprise features', 'Autonomous services'],
    ARRAY['Limited ecosystem', 'Pricing', 'Market adoption', 'Learning curve'],
    true,
    ARRAY['Database Applications', 'ERP Systems', 'Enterprise', 'Financial Services', 'Government']),

('Alibaba Cloud', 'alibaba', 'iaas', 25, 99.95, true, true, true,
    ARRAY['MaxCompute', 'Function Compute', 'OSS', 'Container Service'],
    ARRAY['ISO 27001', 'SOC 2', 'CSA STAR'],
    ARRAY['E-commerce', 'Big data', 'AI/ML', 'Global expansion'],
    ARRAY['Asia-Pacific presence', 'E-commerce expertise', 'Competitive pricing', 'AI capabilities'],
    ARRAY['Limited Western presence', 'Documentation', 'Regulatory concerns', 'Brand recognition'],
    true,
    ARRAY['E-commerce', 'Asia-Pacific', 'Big Data', 'Gaming', 'Media']),

-- Platform as a Service (PaaS)
('Heroku', 'salesforce', 'paas', 6, 99.99, true, false, true,
    ARRAY['Postgres', 'Redis', 'Add-ons Marketplace', 'CI/CD'],
    ARRAY['SOC 2', 'PCI DSS', 'HIPAA'],
    ARRAY['Web applications', 'API development', 'Rapid prototyping', 'MVP development'],
    ARRAY['Easy deployment', 'Developer friendly', 'Add-ons ecosystem', 'Git integration'],
    ARRAY['Expensive at scale', 'Limited customization', 'Vendor lock-in', 'Performance limitations'],
    true,
    ARRAY['Startups', 'Web Applications', 'Prototyping', 'API Development', 'MVPs']),

('Platform.sh', 'platformsh', 'paas', 4, 99.9, true, false, true,
    ARRAY['Multi-service architecture', 'Git-driven deployment', 'Environment cloning'],
    ARRAY['ISO 27001', 'GDPR compliant'],
    ARRAY['Enterprise applications', 'E-commerce', 'Content management', 'Multi-environment development'],
    ARRAY['Git-driven workflow', 'Environment management', 'Enterprise focus', 'Multi-service support'],
    ARRAY['Complex configuration', 'Learning curve', 'Pricing', 'Limited free tier'],
    false,
    ARRAY['Enterprise', 'E-commerce', 'Content Management', 'Multi-service Applications', 'Development Teams']),

('OpenShift', 'redhat', 'paas', 12, 99.95, true, false, true,
    ARRAY['Kubernetes', 'DevOps tools', 'Monitoring', 'Security'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Container applications', 'Enterprise development', 'Microservices', 'DevOps'],
    ARRAY['Kubernetes native', 'Enterprise grade', 'Security focus', 'Red Hat ecosystem'],
    ARRAY['Complexity', 'Cost', 'Learning curve', 'Resource intensive'],
    false,
    ARRAY['Enterprise', 'Container Applications', 'Microservices', 'DevOps', 'Government']),

('Cloud Foundry', 'pivotal', 'paas', 8, 99.9, true, false, true,
    ARRAY['Buildpacks', 'Services marketplace', 'Multi-cloud'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Enterprise applications', 'Multi-cloud deployment', 'Legacy modernization'],
    ARRAY['Multi-cloud', 'Enterprise ready', 'Standardization', 'Open source'],
    ARRAY['Complexity', 'Learning curve', 'Market position', 'Limited innovation'],
    false,
    ARRAY['Enterprise', 'Legacy Modernization', 'Multi-cloud', 'Financial Services', 'Government']),

('Engine Yard', 'engineyard', 'paas', 3, 99.9, true, false, true,
    ARRAY['Ruby on Rails', 'PHP', 'Node.js', 'Database management'],
    ARRAY['SOC 2', 'PCI DSS'],
    ARRAY['Ruby applications', 'PHP applications', 'Legacy applications'],
    ARRAY['Ruby expertise', 'Managed services', 'Performance optimization', 'Support'],
    ARRAY['Limited languages', 'Market position', 'Pricing', 'Innovation pace'],
    false,
    ARRAY['Ruby Applications', 'PHP Applications', 'Legacy Systems', 'E-commerce', 'Enterprise']),

-- Serverless Platforms
('AWS Lambda', 'amazon', 'faas', 25, 99.999, true, true, false,
    ARRAY['Event triggers', 'API Gateway integration', 'Step Functions'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA'],
    ARRAY['Event processing', 'API backends', 'Data processing', 'Automation'],
    ARRAY['Mature platform', 'Rich ecosystem', 'Event sources', 'Cost effective'],
    ARRAY['Cold starts', 'Vendor lock-in', 'Debugging complexity', 'Time limits'],
    true,
    ARRAY['Event Processing', 'API Backends', 'Data Processing', 'Automation', 'Real-time Applications']),

('Cloudflare Workers', 'cloudflare', 'faas', 200, 99.99, true, true, false,
    ARRAY['Edge computing', 'KV storage', 'Durable Objects'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Edge computing', 'API optimization', 'Content modification', 'Security'],
    ARRAY['Edge performance', 'No cold starts', 'Global distribution', 'WebAssembly support'],
    ARRAY['Limited runtime', 'V8 isolates only', 'Pricing model', 'Debugging tools'],
    true,
    ARRAY['Edge Computing', 'API Optimization', 'Content Delivery', 'Security', 'Performance']),

('Google Cloud Functions', 'google', 'faas', 24, 99.99, true, true, false,
    ARRAY['HTTP triggers', 'Cloud Storage triggers', 'Pub/Sub integration'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Event processing', 'Data processing', 'Webhooks', 'API backends'],
    ARRAY['GCP integration', 'Auto-scaling', 'Pay per use', 'Multi-language support'],
    ARRAY['Cold starts', 'Limited execution time', 'Regional availability', 'Debugging complexity'],
    true,
    ARRAY['Event Processing', 'Data Processing', 'Webhooks', 'API Backends', 'Integration Services']),

('Azure Functions', 'microsoft', 'faas', 60, 99.99, true, true, false,
    ARRAY['Timer triggers', 'HTTP triggers', 'Logic Apps integration'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Event processing', 'Automation', 'API backends', 'Integration'],
    ARRAY['Azure integration', 'Multiple languages', 'Flexible hosting', 'Visual Studio integration'],
    ARRAY['Cold starts', 'Complexity', 'Performance variability', 'Pricing complexity'],
    true,
    ARRAY['Event Processing', 'Automation', 'API Backends', 'Integration', 'Enterprise Applications']),

-- Container Platforms
('Docker Hub', 'docker', 'container', 1, 99.9, false, false, true,
    ARRAY['Container registry', 'Automated builds', 'Webhooks'],
    ARRAY['SOC 2'],
    ARRAY['Container distribution', 'Image hosting', 'CI/CD integration'],
    ARRAY['Industry standard', 'Large community', 'Easy integration', 'Automated builds'],
    ARRAY['Rate limiting', 'Storage costs', 'Security concerns', 'Limited enterprise features'],
    true,
    ARRAY['Container Distribution', 'Development', 'CI/CD', 'Open Source', 'Microservices']),

('Amazon ECS', 'amazon', 'container', 25, 99.999, true, false, true,
    ARRAY['Task definitions', 'Service discovery', 'Load balancing'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Container orchestration', 'Microservices', 'Batch processing'],
    ARRAY['AWS integration', 'Managed service', 'Security', 'Performance'],
    ARRAY['AWS lock-in', 'Learning curve', 'Less flexible than Kubernetes', 'Complexity'],
    true,
    ARRAY['Container Orchestration', 'Microservices', 'Batch Processing', 'Enterprise', 'Web Applications']),

('Amazon EKS', 'amazon', 'container', 25, 99.999, true, false, true,
    ARRAY['Managed Kubernetes', 'Auto-scaling', 'Security'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Kubernetes applications', 'Microservices', 'ML workloads'],
    ARRAY['Managed Kubernetes', 'AWS integration', 'Security', 'Scalability'],
    ARRAY['Cost', 'Complexity', 'Learning curve', 'Management overhead'],
    true,
    ARRAY['Kubernetes Applications', 'Microservices', 'Machine Learning', 'Enterprise', 'DevOps']),

('Google Kubernetes Engine', 'google', 'container', 24, 99.999, true, false, true,
    ARRAY['Autopilot mode', 'Workload Identity', 'Binary Authorization'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Container orchestration', 'Microservices', 'CI/CD'],
    ARRAY['Kubernetes origin', 'Autopilot simplicity', 'Google infrastructure', 'Innovation'],
    ARRAY['GCP lock-in', 'Cost optimization', 'Learning curve', 'Complexity'],
    true,
    ARRAY['Container Orchestration', 'Microservices', 'CI/CD', 'Machine Learning', 'DevOps']),

('Azure Container Instances', 'microsoft', 'container', 60, 99.9, true, false, true,
    ARRAY['Serverless containers', 'Virtual network integration', 'Persistent storage'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Serverless containers', 'Burst scaling', 'Batch jobs'],
    ARRAY['Serverless model', 'Fast startup', 'No orchestration needed', 'Pay per second'],
    ARRAY['Limited orchestration', 'Networking complexity', 'Storage limitations', 'Regional availability'],
    true,
    ARRAY['Serverless Containers', 'Burst Scaling', 'Batch Processing', 'Development', 'Testing']),

-- Database as a Service
('MongoDB Atlas', 'mongodb', 'dbaas', 95, 99.995, true, false, false,
    ARRAY['Global clusters', 'Full-text search', 'Data Lake', 'Charts'],
    ARRAY['SOC 2', 'ISO 27001', 'HIPAA', 'PCI DSS'],
    ARRAY['Document databases', 'Content management', 'Real-time analytics', 'Mobile applications'],
    ARRAY['Global distribution', 'Developer friendly', 'Rich querying', 'Managed service'],
    ARRAY['Cost at scale', 'Learning curve', 'Memory usage', 'Complex aggregations'],
    true,
    ARRAY['Content Management', 'Real-time Analytics', 'Mobile Applications', 'IoT', 'E-commerce']),

('Amazon RDS', 'amazon', 'dbaas', 25, 99.99, true, false, false,
    ARRAY['Multi-AZ deployment', 'Read replicas', 'Automated backups'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA'],
    ARRAY['Relational databases', 'Web applications', 'Enterprise applications'],
    ARRAY['Multiple engines', 'Managed service', 'High availability', 'Security'],
    ARRAY['Cost', 'Less control', 'Performance tuning limitations', 'Regional restrictions'],
    true,
    ARRAY['Web Applications', 'Enterprise Applications', 'E-commerce', 'Data Warehousing', 'Analytics']),

('Google Cloud SQL', 'google', 'dbaas', 24, 99.95, true, false, false,
    ARRAY['High availability', 'Read replicas', 'Point-in-time recovery'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Relational databases', 'Web applications', 'Mobile backends'],
    ARRAY['GCP integration', 'Performance insights', 'Automatic storage increase', 'Security'],
    ARRAY['GCP lock-in', 'Limited customization', 'Cost', 'Regional limitations'],
    true,
    ARRAY['Web Applications', 'Mobile Backends', 'Analytics', 'Enterprise Applications', 'Development']),

('Azure SQL Database', 'microsoft', 'dbaas', 60, 99.99, true, false, false,
    ARRAY['Elastic pools', 'Intelligent performance', 'Threat detection'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA'],
    ARRAY['SQL Server applications', 'Enterprise applications', 'Data warehousing'],
    ARRAY['SQL Server compatibility', 'Intelligent features', 'Elastic scaling', 'Security'],
    ARRAY['SQL Server focus', 'Cost complexity', 'Feature limitations', 'Learning curve'],
    true,
    ARRAY['SQL Server Applications', 'Enterprise Applications', 'Data Warehousing', 'Analytics', 'Migration']),

('PlanetScale', 'planetscale', 'dbaas', 3, 99.99, true, false, false,
    ARRAY['Branching', 'Schema management', 'Connection pooling'],
    ARRAY['SOC 2', 'GDPR compliant'],
    ARRAY['MySQL applications', 'Schema migrations', 'Development workflows'],
    ARRAY['Database branching', 'Schema safety', 'Developer experience', 'Serverless scaling'],
    ARRAY['MySQL only', 'Newer platform', 'Limited regions', 'Learning curve'],
    true,
    ARRAY['MySQL Applications', 'Schema Management', 'Development Workflows', 'Startups', 'SaaS']),

('Supabase', 'supabase', 'dbaas', 8, 99.9, true, false, false,
    ARRAY['Real-time subscriptions', 'Authentication', 'Storage', 'Edge Functions'],
    ARRAY['SOC 2', 'GDPR compliant'],
    ARRAY['PostgreSQL applications', 'Real-time applications', 'Full-stack development'],
    ARRAY['Open source', 'Real-time features', 'Developer experience', 'PostgreSQL power'],
    ARRAY['Newer platform', 'Limited enterprise features', 'Growing ecosystem', 'Documentation gaps'],
    true,
    ARRAY['PostgreSQL Applications', 'Real-time Applications', 'Full-stack Development', 'Startups', 'Modern Web Apps']),

('CockroachDB', 'cockroachlabs', 'dbaas', 12, 99.99, true, false, false,
    ARRAY['Distributed SQL', 'Multi-region', 'ACID transactions'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Distributed applications', 'Global applications', 'Financial services'],
    ARRAY['Global consistency', 'Horizontal scaling', 'SQL compatibility', 'Resilience'],
    ARRAY['Complexity', 'Cost', 'Learning curve', 'Limited ecosystem'],
    true,
    ARRAY['Distributed Applications', 'Global Applications', 'Financial Services', 'Gaming', 'IoT']),

-- CDN and Edge Services
('Cloudflare', 'cloudflare', 'cdn', 200, 99.99, true, true, false,
    ARRAY['DDoS protection', 'WAF', 'Workers', 'R2 Storage'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Content delivery', 'Security', 'Performance optimization', 'Edge computing'],
    ARRAY['Global network', 'Security features', 'Performance', 'Developer tools'],
    ARRAY['Complexity', 'Debugging edge functions', 'Pricing tiers', 'Learning curve'],
    true,
    ARRAY['Content Delivery', 'Security', 'Performance Optimization', 'Edge Computing', 'DDoS Protection']),

('Amazon CloudFront', 'amazon', 'cdn', 410, 99.99, true, true, false,
    ARRAY['Lambda@Edge', 'Shield DDoS protection', 'Origin Shield'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Content delivery', 'Video streaming', 'API acceleration'],
    ARRAY['AWS integration', 'Global reach', 'Edge computing', 'Security'],
    ARRAY['AWS lock-in', 'Complexity', 'Cost optimization', 'Configuration complexity'],
    true,
    ARRAY['Content Delivery', 'Video Streaming', 'API Acceleration', 'Static Websites', 'Enterprise']),

('Azure CDN', 'microsoft', 'cdn', 130, 99.9, true, false, false,
    ARRAY['Rules engine', 'Real-time analytics', 'Purge API'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Content delivery', 'Media streaming', 'Web acceleration'],
    ARRAY['Azure integration', 'Multiple providers', 'Analytics', 'Security'],
    ARRAY['Azure lock-in', 'Feature differences', 'Complexity', 'Performance variability'],
    true,
    ARRAY['Content Delivery', 'Media Streaming', 'Web Acceleration', 'Enterprise', 'Gaming']),

('KeyCDN', 'keycdn', 'cdn', 10, 99.9, true, false, false,
    ARRAY['Real-time analytics', 'Image processing', 'Origin Shield'],
    ARRAY['ISO 27001'],
    ARRAY['Content delivery', 'Image optimization', 'Video streaming'],
    ARRAY['Affordable pricing', 'Simple setup', 'Good performance', 'Customer support'],
    ARRAY['Limited features', 'Smaller network', 'Less advanced security', 'Limited enterprise features'],
    false,
    ARRAY['Content Delivery', 'Image Optimization', 'Video Streaming', 'Small Business', 'Startups']),

-- AI/ML Platforms
('Hugging Face', 'huggingface', 'aiml', 1, 99.9, true, false, true,
    ARRAY['Model hosting', 'Inference API', 'Datasets', 'Spaces'],
    ARRAY['SOC 2'],
    ARRAY['Machine learning', 'Natural language processing', 'Model deployment'],
    ARRAY['Open source community', 'Pre-trained models', 'Easy deployment', 'Collaboration'],
    ARRAY['Limited enterprise features', 'Performance scaling', 'Cost at scale', 'Model licensing'],
    true,
    ARRAY['Machine Learning', 'Natural Language Processing', 'Computer Vision', 'Research', 'Startups']),

('Replicate', 'replicate', 'aiml', 1, 99.9, true, false, true,
    ARRAY['Model hosting', 'API access', 'Custom training'],
    ARRAY['SOC 2'],
    ARRAY['Machine learning inference', 'Image generation', 'Text processing'],
    ARRAY['Easy deployment', 'Pay per use', 'Version control', 'API simplicity'],
    ARRAY['Limited customization', 'Model availability', 'Cost predictability', 'Enterprise features'],
    false,
    ARRAY['Machine Learning Inference', 'Image Generation', 'Text Processing', 'Prototyping', 'Creative Applications']),

('OpenAI API', 'openai', 'aiml', 1, 99.9, true, true, false,
    ARRAY['GPT models', 'DALL-E', 'Whisper', 'Embeddings'],
    ARRAY['SOC 2'],
    ARRAY['Natural language processing', 'Text generation', 'Image generation', 'Audio processing'],
    ARRAY['State-of-the-art models', 'Easy integration', 'Comprehensive APIs', 'Documentation'],
    ARRAY['Cost', 'Rate limits', 'Model updates', 'Data privacy concerns'],
    false,
    ARRAY['Natural Language Processing', 'Text Generation', 'Image Generation', 'Chatbots', 'Content Creation']),

-- Storage Services
('Backblaze B2', 'backblaze', 'storage', 1, 99.9, false, false, false,
    ARRAY['S3-compatible API', 'Lifecycle policies', 'Object versioning'],
    ARRAY['SOC 2'],
    ARRAY['Backup storage', 'Archive storage', 'Content distribution'],
    ARRAY['Low cost', 'Simple pricing', 'S3 compatibility', 'Good performance'],
    ARRAY['Limited features', 'Single region', 'Less enterprise support', 'Smaller ecosystem'],
    false,
    ARRAY['Backup Storage', 'Archive Storage', 'Content Distribution', 'Cost-sensitive Workloads', 'SMB']),

('Wasabi', 'wasabi', 'storage', 6, 99.9, false, false, false,
    ARRAY['S3-compatible API', 'Immutable storage', 'Object versioning'],
    ARRAY['SOC 2'],
    ARRAY['Cloud storage', 'Backup', 'Archive', 'Content distribution'],
    ARRAY['Predictable pricing', 'No egress fees', 'S3 compatibility', 'Performance'],
    ARRAY['Limited regions', 'Minimum storage period', 'Less features', 'Enterprise limitations'],
    false,
    ARRAY['Cloud Storage', 'Backup', 'Archive', 'Media Storage', 'Data Migration']),

-- Specialized Platforms
('Shopify', 'shopify', 'ecommerce', 6, 99.99, true, false, false,
    ARRAY['Payment processing', 'Inventory management', 'Theme store', 'App ecosystem'],
    ARRAY['PCI DSS', 'SOC 2'],
    ARRAY['E-commerce', 'Online stores', 'Drop shipping', 'Point of sale'],
    ARRAY['E-commerce focused', 'Easy setup', 'App ecosystem', 'Payment integration'],
    ARRAY['Transaction fees', 'Customization limits', 'Vendor lock-in', 'Advanced features cost'],
    true,
    ARRAY['E-commerce', 'Online Stores', 'Drop Shipping', 'Retail', 'Small Business']),

('Stripe', 'stripe', 'payments', 42, 99.99, true, true, false,
    ARRAY['Payment processing', 'Subscriptions', 'Connect', 'Radar fraud detection'],
    ARRAY['PCI DSS', 'SOC 2'],
    ARRAY['Payment processing', 'Subscription billing', 'Marketplace payments', 'Financial services'],
    ARRAY['Developer friendly', 'Global reach', 'Feature rich', 'Documentation'],
    ARRAY['Transaction fees', 'Complexity', 'Account restrictions', 'Support response'],
    false,
    ARRAY['Payment Processing', 'Subscription Billing', 'Marketplace Payments', 'E-commerce', 'Fintech']),

('Twilio', 'twilio', 'communications', 1, 99.95, true, true, false,
    ARRAY['Programmable Voice', 'SMS', 'WhatsApp API', 'Video'],
    ARRAY['SOC 2', 'HIPAA', 'PCI DSS'],
    ARRAY['Communications', 'SMS/Voice', 'Customer engagement', 'Notifications'],
    ARRAY['Comprehensive APIs', 'Global reach', 'Developer tools', 'Scalability'],
    ARRAY['Cost', 'Complexity', 'Compliance challenges', 'Account management'],
    false,
    ARRAY['Communications', 'Customer Engagement', 'Notifications', 'Call Centers', 'Healthcare']),

('SendGrid', 'twilio', 'communications', 1, 99.9, true, false, false,
    ARRAY['Email API', 'Marketing campaigns', 'Analytics', 'Templates'],
    ARRAY['SOC 2', 'HIPAA'],
    ARRAY['Transactional email', 'Email marketing', 'Notifications'],
    ARRAY['Reliable delivery', 'Analytics', 'Template system', 'API simplicity'],
    ARRAY['Cost at scale', 'Deliverability issues', 'Limited customization', 'Account restrictions'],
    true,
    ARRAY['Transactional Email', 'Email Marketing', 'Notifications', 'SaaS Applications', 'E-commerce']),

('Auth0', 'okta', 'identity', 35, 99.99, true, false, false,
    ARRAY['Universal Login', 'Social connections', 'MFA', 'Rules engine'],
    ARRAY['SOC 2', 'ISO 27001', 'HIPAA'],
    ARRAY['Authentication', 'Identity management', 'Single sign-on', 'User management'],
    ARRAY['Developer friendly', 'Extensive integrations', 'Scalable', 'Security features'],
    ARRAY['Cost', 'Complexity', 'Lock-in risk', 'Learning curve'],
    true,
    ARRAY['Authentication', 'Identity Management', 'Single Sign-On', 'B2B SaaS', 'Enterprise']),

('Firebase', 'google', 'baas', 1, 99.95, true, true, false,
    ARRAY['Realtime Database', 'Authentication', 'Cloud Functions', 'Hosting'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Mobile applications', 'Web applications', 'Real-time features'],
    ARRAY['Rapid development', 'Real-time sync', 'Google integration', 'Easy scaling'],
    ARRAY['Google lock-in', 'Cost at scale', 'Limited backend control', 'NoSQL limitations'],
    true,
    ARRAY['Mobile Applications', 'Web Applications', 'Real-time Features', 'Startups', 'Prototyping']),

('Contentful', 'contentful', 'cms', 6, 99.9, true, false, false,
    ARRAY['Content API', 'Media management', 'Webhooks', 'Multi-language support'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Content management', 'Headless CMS', 'Multi-channel publishing'],
    ARRAY['Developer friendly', 'API-first', 'Scalable', 'Multi-platform'],
    ARRAY['Cost', 'Learning curve', 'Limited free tier', 'Complex pricing'],
    true,
    ARRAY['Content Management', 'Headless CMS', 'Multi-channel Publishing', 'E-commerce', 'Marketing']),

('Sanity', 'sanity', 'cms', 5, 99.9, true, false, false,
    ARRAY['Real-time editing', 'GROQ query language', 'Asset management', 'Webhooks'],
    ARRAY['SOC 2', 'GDPR compliant'],
    ARRAY['Content management', 'Structured content', 'Collaborative editing'],
    ARRAY['Real-time collaboration', 'Flexible schema', 'Developer experience', 'Customizable'],
    ARRAY['Learning curve', 'Limited templates', 'Query language complexity', 'Cost scaling'],
    true,
    ARRAY['Content Management', 'Structured Content', 'Collaborative Editing', 'Media', 'Publishing']),

('Strapi', 'strapi', 'cms', 3, 99.9, true, false, true,
    ARRAY['Admin panel', 'Content API', 'Plugin system', 'Role-based access'],
    ARRAY['GDPR compliant'],
    ARRAY['Headless CMS', 'API development', 'Content management'],
    ARRAY['Open source', 'Customizable', 'Self-hosted option', 'Developer friendly'],
    ARRAY['Self-hosting complexity', 'Limited cloud features', 'Scaling challenges', 'Enterprise limitations'],
    true,
    ARRAY['Headless CMS', 'API Development', 'Content Management', 'Startups', 'Small Teams']),

-- Analytics and Monitoring
('New Relic', 'newrelic', 'monitoring', 16, 99.99, true, false, false,
    ARRAY['APM', 'Infrastructure monitoring', 'Browser monitoring', 'Synthetics'],
    ARRAY['SOC 2', 'FedRAMP'],
    ARRAY['Application monitoring', 'Performance monitoring', 'Error tracking'],
    ARRAY['Comprehensive monitoring', 'Real-time insights', 'AI-powered analysis', 'Integrations'],
    ARRAY['Cost', 'Complexity', 'Data retention limits', 'Learning curve'],
    true,
    ARRAY['Application Monitoring', 'Performance Monitoring', 'DevOps', 'Enterprise', 'E-commerce']),

('Datadog', 'datadog', 'monitoring', 19, 99.9, true, false, false,
    ARRAY['Infrastructure monitoring', 'APM', 'Log management', 'Security monitoring'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Infrastructure monitoring', 'Application monitoring', 'Security monitoring'],
    ARRAY['Unified platform', 'Rich visualizations', 'Machine learning', 'Integrations'],
    ARRAY['Cost', 'Data volume pricing', 'Complexity', 'Alert fatigue'],
    true,
    ARRAY['Infrastructure Monitoring', 'Application Monitoring', 'Security Monitoring', 'DevOps', 'Enterprise']),

('Sentry', 'sentry', 'monitoring', 10, 99.9, true, false, false,
    ARRAY['Error tracking', 'Performance monitoring', 'Release tracking', 'Alerts'],
    ARRAY['SOC 2'],
    ARRAY['Error tracking', 'Performance monitoring', 'Debugging'],
    ARRAY['Developer focused', 'Real-time alerts', 'Context-rich errors', 'Integrations'],
    ARRAY['Cost at scale', 'Limited infrastructure monitoring', 'Alert noise', 'Data retention'],
    true,
    ARRAY['Error Tracking', 'Performance Monitoring', 'Debugging', 'Development Teams', 'SaaS']),

('LogRocket', 'logrocket', 'monitoring', 4, 99.9, true, false, false,
    ARRAY['Session replay', 'Performance monitoring', 'Error tracking', 'User analytics'],
    ARRAY['SOC 2', 'GDPR compliant'],
    ARRAY['Frontend monitoring', 'User experience', 'Bug reproduction'],
    ARRAY['Session replay', 'User context', 'Performance insights', 'Easy integration'],
    ARRAY['Privacy concerns', 'Data storage', 'Cost', 'Mobile limitations'],
    true,
    ARRAY['Frontend Monitoring', 'User Experience', 'Bug Reproduction', 'E-commerce', 'SaaS']),

('Mixpanel', 'mixpanel', 'analytics', 5, 99.9, true, false, false,
    ARRAY['Event tracking', 'Funnel analysis', 'Cohort analysis', 'A/B testing'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Product analytics', 'User behavior analysis', 'Growth tracking'],
    ARRAY['Event-based tracking', 'Real-time analytics', 'Behavioral insights', 'Segmentation'],
    ARRAY['Implementation complexity', 'Cost', 'Learning curve', 'Data modeling'],
    true,
    ARRAY['Product Analytics', 'User Behavior Analysis', 'Growth Tracking', 'Mobile Apps', 'SaaS']),

('Amplitude', 'amplitude', 'analytics', 3, 99.9, true, false, false,
    ARRAY['Behavioral cohorts', 'Pathfinder', 'Retention analysis', 'Revenue analytics'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Product analytics', 'User journey analysis', 'Growth optimization'],
    ARRAY['Advanced analytics', 'Machine learning insights', 'Collaboration features', 'Data governance'],
    ARRAY['Cost', 'Complexity', 'Learning curve', 'Integration challenges'],
    true,
    ARRAY['Product Analytics', 'User Journey Analysis', 'Growth Optimization', 'Enterprise', 'Mobile']),

-- CI/CD and DevOps
('GitHub Actions', 'github', 'cicd', 1, 99.9, true, false, true,
    ARRAY['Workflow automation', 'Matrix builds', 'Secrets management', 'Marketplace'],
    ARRAY['SOC 2'],
    ARRAY['CI/CD', 'Automation', 'Testing', 'Deployment'],
    ARRAY['GitHub integration', 'Free for public repos', 'Marketplace ecosystem', 'Easy setup'],
    ARRAY['Cost for private repos', 'Vendor lock-in', 'Limited enterprise features', 'Queue times'],
    true,
    ARRAY['CI/CD', 'Automation', 'Testing', 'Open Source', 'Development Teams']),

('GitLab CI/CD', 'gitlab', 'cicd', 1, 99.95, true, false, true,
    ARRAY['Auto DevOps', 'Review apps', 'Container registry', 'Security scanning'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['CI/CD', 'DevSecOps', 'Container deployment', 'Security scanning'],
    ARRAY['Integrated platform', 'DevSecOps focus', 'Self-hosted option', 'Comprehensive features'],
    ARRAY['Complexity', 'Resource intensive', 'Learning curve', 'Cost'],
    true,
    ARRAY['CI/CD', 'DevSecOps', 'Container Deployment', 'Enterprise', 'Security-focused']),

('CircleCI', 'circleci', 'cicd', 1, 99.9, true, false, true,
    ARRAY['Parallelism', 'Docker support', 'Orbs', 'Insights'],
    ARRAY['SOC 2', 'FedRAMP'],
    ARRAY['CI/CD', 'Testing', 'Deployment automation', 'Mobile development'],
    ARRAY['Fast builds', 'Docker-first', 'Orbs ecosystem', 'Parallelization'],
    ARRAY['Cost', 'Credit system', 'Learning curve', 'Limited free tier'],
    true,
    ARRAY['CI/CD', 'Testing', 'Deployment Automation', 'Mobile Development', 'Docker']),

('Jenkins', 'jenkins', 'cicd', 1, 99.9, false, false, true,
    ARRAY['Plugin ecosystem', 'Pipeline as code', 'Distributed builds'],
    ARRAY['Open source'],
    ARRAY['CI/CD', 'Build automation', 'Testing', 'Legacy systems'],
    ARRAY['Open source', 'Highly customizable', 'Large plugin ecosystem', 'Self-hosted'],
    ARRAY['Maintenance overhead', 'Security management', 'UI/UX', 'Configuration complexity'],
    true,
    ARRAY['CI/CD', 'Build Automation', 'Testing', 'Legacy Systems', 'On-premise']),

('TeamCity', 'jetbrains', 'cicd', 1, 99.9, true, false, true,
    ARRAY['Build chains', 'Test reporting', 'Code quality gates', 'Docker support'],
    ARRAY['ISO 27001'],
    ARRAY['CI/CD', 'Testing', 'Code quality', 'Enterprise builds'],
    ARRAY['JetBrains integration', 'Build chains', 'Test reporting', 'Enterprise features'],
    ARRAY['Cost', 'JetBrains ecosystem focus', 'Complexity', 'Resource usage'],
    true,
    ARRAY['CI/CD', 'Testing', 'Code Quality', 'Enterprise', 'JetBrains Ecosystem']),

-- Security Services
('Okta', 'okta', 'identity', 19, 99.99, true, false, false,
    ARRAY['Single sign-on', 'Multi-factor auth', 'Lifecycle management', 'API access management'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Identity management', 'Access control', 'SSO', 'Compliance'],
    ARRAY['Enterprise focus', 'Comprehensive features', 'Integrations', 'Scalability'],
    ARRAY['Cost', 'Complexity', 'Learning curve', 'Over-engineering for SMBs'],
    false,
    ARRAY['Identity Management', 'Access Control', 'SSO', 'Enterprise', 'Compliance']),

('Vault', 'hashicorp', 'security', 6, 99.95, true, false, true,
    ARRAY['Secret management', 'Dynamic secrets', 'Encryption as a service', 'PKI'],
    ARRAY['SOC 2', 'FedRAMP'],
    ARRAY['Secret management', 'Key management', 'Certificate management'],
    ARRAY['Open source', 'Dynamic secrets', 'Multi-cloud', 'Enterprise grade'],
    ARRAY['Complexity', 'Learning curve', 'Operational overhead', 'High availability setup'],
    true,
    ARRAY['Secret Management', 'Key Management', 'Certificate Management', 'DevOps', 'Enterprise']),

('1Password', '1password', 'security', 14, 99.9, false, false, false,
    ARRAY['Secret management', 'Team sharing', 'CLI integration', 'Audit logs'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Password management', 'Secret sharing', 'Team collaboration'],
    ARRAY['User friendly', 'Team features', 'Security focus', 'Cross-platform'],
    ARRAY['Limited enterprise features', 'Cost scaling', 'API limitations', 'Integration complexity'],
    true,
    ARRAY['Password Management', 'Secret Sharing', 'Team Collaboration', 'Small Teams', 'Security']),

-- Development Tools
('Linear', 'linear', 'project-management', 1, 99.9, true, false, false,
    ARRAY['Issue tracking', 'Project planning', 'Git integration', 'API'],
    ARRAY['SOC 2', 'GDPR compliant'],
    ARRAY['Project management', 'Issue tracking', 'Team collaboration'],
    ARRAY['Fast performance', 'Clean interface', 'Git integration', 'API-first'],
    ARRAY['Limited customization', 'Newer platform', 'Feature gaps', 'Cost'],
    true,
    ARRAY['Project Management', 'Issue Tracking', 'Team Collaboration', 'Software Development', 'Startups']),

('Notion', 'notion', 'productivity', 1, 99.9, false, false, false,
    ARRAY['Databases', 'Templates', 'Collaboration', 'API'],
    ARRAY['SOC 2'],
    ARRAY['Documentation', 'Knowledge management', 'Project planning', 'Team collaboration'],
    ARRAY['Flexible structure', 'All-in-one platform', 'Collaboration features', 'Template ecosystem'],
    ARRAY['Performance at scale', 'Learning curve', 'Limited offline', 'Complex permissions'],
    true,
    ARRAY['Documentation', 'Knowledge Management', 'Project Planning', 'Team Collaboration', 'Startups']),

('Figma', 'figma', 'design', 1, 99.9, false, false, false,
    ARRAY['Real-time collaboration', 'Component systems', 'Prototyping', 'Developer handoff'],
    ARRAY['SOC 2'],
    ARRAY['UI/UX design', 'Prototyping', 'Design systems', 'Collaboration'],
    ARRAY['Browser-based', 'Real-time collaboration', 'Component systems', 'Developer tools'],
    ARRAY['Performance with large files', 'Internet dependency', 'Limited offline', 'Feature complexity'],
    true,
    ARRAY['UI/UX Design', 'Prototyping', 'Design Systems', 'Team Collaboration', 'Product Design']),

('Miro', 'miro', 'collaboration', 3, 99.9, false, false, false,
    ARRAY['Infinite canvas', 'Templates', 'Video chat', 'Integrations'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Visual collaboration', 'Brainstorming', 'Workshops', 'Planning'],
    ARRAY['Infinite canvas', 'Template library', 'Collaboration features', 'Integrations'],
    ARRAY['Performance at scale', 'Cost', 'Learning curve', 'Mobile limitations'],
    true,
    ARRAY['Visual Collaboration', 'Brainstorming', 'Workshops', 'Remote Teams', 'Design Thinking']),

-- Backup and Disaster Recovery
('Veeam', 'veeam', 'backup', 1, 99.99, false, false, false,
    ARRAY['VM backup', 'Cloud backup', 'Replication', 'Recovery orchestration'],
    ARRAY['ISO 27001'],
    ARRAY['Backup', 'Disaster recovery', 'Data protection', 'VM management'],
    ARRAY['VM expertise', 'Enterprise features', 'Recovery capabilities', 'Hybrid support'],
    ARRAY['Cost', 'Complexity', 'Learning curve', 'Resource intensive'],
    false,
    ARRAY['Backup', 'Disaster Recovery', 'VM Management', 'Enterprise', 'Data Protection']),

('Acronis', 'acronis', 'backup', 1, 99.9, false, false, false,
    ARRAY['Cyber backup', 'Anti-malware', 'Blockchain notarization', 'Universal restore'],
    ARRAY['ISO 27001'],
    ARRAY['Backup', 'Cyber protection', 'Disaster recovery', 'Endpoint protection'],
    ARRAY['Cyber protection', 'Easy deployment', 'Universal restore', 'Comprehensive solution'],
    ARRAY['Cost', 'Resource usage', 'Complexity', 'Performance impact'],
    false,
    ARRAY['Backup', 'Cyber Protection', 'Disaster Recovery', 'Endpoint Protection', 'SMB']),

-- Low-code/No-code Platforms
('Bubble', 'bubble', 'no-code', 1, 99.9, true, false, false,
    ARRAY['Visual programming', 'Database', 'Workflows', 'Plugin ecosystem'],
    ARRAY['SOC 2'],
    ARRAY['Web application development', 'MVP creation', 'No-code development'],
    ARRAY['No coding required', 'Full-stack capabilities', 'Community', 'Plugin ecosystem'],
    ARRAY['Performance limitations', 'Scaling challenges', 'Learning curve', 'Customization limits'],
    true,
    ARRAY['Web Application Development', 'MVP Creation', 'No-code Development', 'Startups', 'Prototyping']),

('Webflow', 'webflow', 'no-code', 1, 99.9, true, false, false,
    ARRAY['Visual CSS', 'CMS', 'E-commerce', 'Hosting'],
    ARRAY['SOC 2'],
    ARRAY['Website development', 'Landing pages', 'E-commerce', 'Marketing sites'],
    ARRAY['Design control', 'No coding needed', 'SEO friendly', 'Hosting included'],
    ARRAY['Learning curve', 'Cost', 'Limited backend', 'E-commerce limitations'],
    true,
    ARRAY['Website Development', 'Landing Pages', 'E-commerce', 'Marketing Sites', 'Design Agencies']),

('Zapier', 'zapier', 'automation', 1, 99.9, true, false, false,
    ARRAY['App integrations', 'Multi-step workflows', 'Webhooks', 'Code steps'],
    ARRAY['SOC 2'],
    ARRAY['Workflow automation', 'App integration', 'Business process automation'],
    ARRAY['Easy setup', 'Extensive integrations', 'No coding required', 'Scalable workflows'],
    ARRAY['Cost at scale', 'Complexity limits', 'Debugging difficulty', 'Vendor dependency'],
    true,
    ARRAY['Workflow Automation', 'App Integration', 'Business Process Automation', 'Productivity', 'SMB']),

-- Video and Streaming
('Vimeo', 'vimeo', 'video', 1, 99.9, false, false, false,
    ARRAY['Video hosting', 'Live streaming', 'Video analytics', 'Custom players'],
    ARRAY['SOC 2'],
    ARRAY['Video hosting', 'Live streaming', 'Video marketing', 'Corporate communications'],
    ARRAY['High quality', 'Professional features', 'No ads', 'Customization'],
    ARRAY['Cost', 'Storage limits', 'Limited social features', 'Smaller audience'],
    true,
    ARRAY['Video Hosting', 'Live Streaming', 'Video Marketing', 'Corporate Communications', 'Creative Industry']),

('Wistia', 'wistia', 'video', 1, 99.9, false, false, false,
    ARRAY['Video hosting', 'Video analytics', 'Lead generation', 'Customizable players'],
    ARRAY['SOC 2'],
    ARRAY['Business video hosting', 'Video marketing', 'Lead generation', 'Training videos'],
    ARRAY['Business focus', 'Analytics', 'Lead generation', 'Customization'],
    ARRAY['Cost', 'Limited free tier', 'Feature complexity', 'Learning curve'],
    true,
    ARRAY['Business Video Hosting', 'Video Marketing', 'Lead Generation', 'Training Videos', 'B2B']),

('Mux', 'mux', 'video', 1, 99.99, true, false, false,
    ARRAY['Video API', 'Live streaming', 'Video analytics', 'Adaptive bitrate'],
    ARRAY['SOC 2'],
    ARRAY['Video infrastructure', 'Live streaming', 'Video analytics', 'Developer tools'],
    ARRAY['Developer focused', 'Scalable infrastructure', 'Analytics', 'Global delivery'],
    ARRAY['Technical complexity', 'Cost', 'Developer required', 'Limited UI tools'],
    false,
    ARRAY['Video Infrastructure', 'Live Streaming', 'Developer Tools', 'Media Companies', 'SaaS Platforms']),

-- IoT and Edge Computing
('AWS IoT Core', 'amazon', 'iot', 25, 99.99, true, false, false,
    ARRAY['Device management', 'Message routing', 'Device shadows', 'Greengrass'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['IoT applications', 'Device management', 'Data collection', 'Edge computing'],
    ARRAY['Comprehensive platform', 'AWS integration', 'Scalability', 'Security'],
    ARRAY['Complexity', 'Cost', 'AWS lock-in', 'Learning curve'],
    true,
    ARRAY['IoT Applications', 'Device Management', 'Industrial IoT', 'Smart Cities', 'Agriculture']),

('ThingSpeak', 'mathworks', 'iot', 1, 99.9, false, false, false,
    ARRAY['Data collection', 'Visualization', 'Analytics', 'MATLAB integration'],
    ARRAY['SOC 2'],
    ARRAY['IoT data collection', 'Sensor monitoring', 'Research projects', 'Prototyping'],
    ARRAY['Easy setup', 'MATLAB integration', 'Free tier', 'Academic friendly'],
    ARRAY['Limited scalability', 'Basic features', 'Performance', 'Enterprise limitations'],
    true,
    ARRAY['IoT Data Collection', 'Sensor Monitoring', 'Research Projects', 'Education', 'Prototyping']),

-- Search and Discovery
('Algolia', 'algolia', 'search', 17, 99.99, true, false, false,
    ARRAY['Search API', 'Analytics', 'A/B testing', 'Personalization'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Search functionality', 'E-commerce search', 'Content discovery', 'Mobile search'],
    ARRAY['Fast search', 'Developer friendly', 'Typo tolerance', 'Analytics'],
    ARRAY['Cost', 'Complexity', 'Vendor lock-in', 'Index size limits'],
    true,
    ARRAY['Search Functionality', 'E-commerce Search', 'Content Discovery', 'Mobile Applications', 'Media']),

('Elasticsearch Service', 'elastic', 'search', 50, 99.9, true, false, true,
    ARRAY['Full-text search', 'Log analytics', 'APM', 'Security'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Search', 'Log analytics', 'Observability', 'Security monitoring'],
    ARRAY['Open source', 'Scalable', 'Real-time', 'Analytics capabilities'],
    ARRAY['Complexity', 'Resource intensive', 'Management overhead', 'Cost'],
    true,
    ARRAY['Search', 'Log Analytics', 'Observability', 'Security Monitoring', 'Enterprise']),

-- Game Development
('Unity Cloud Build', 'unity', 'game-dev', 1, 99.9, true, false, true,
    ARRAY['Automated builds', 'Multi-platform', 'Version control integration', 'Distribution'],
    ARRAY['ISO 27001'],
    ARRAY['Game development', 'Mobile games', 'Multi-platform deployment'],
    ARRAY['Unity integration', 'Multi-platform', 'Automated workflows', 'Asset management'],
    ARRAY['Unity-specific', 'Cost', 'Learning curve', 'Limited customization'],
    true,
    ARRAY['Game Development', 'Mobile Games', 'Multi-platform Development', 'Indie Games', 'Studios']),

('PlayFab', 'microsoft', 'game-dev', 6, 99.9, true, true, false,
    ARRAY['Player management', 'Analytics', 'Multiplayer', 'LiveOps'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Game backend', 'Player analytics', 'Multiplayer games', 'Live operations'],
    ARRAY['Game-focused', 'Scalable', 'Analytics', 'LiveOps tools'],
    ARRAY['Gaming-specific', 'Complexity', 'Cost at scale', 'Learning curve'],
    true,
    ARRAY['Game Backend', 'Player Analytics', 'Multiplayer Games', 'Live Operations', 'Mobile Gaming']),

-- Final entries to reach 200
('Airtable', 'airtable', 'database', 1, 99.9, false, false, false,
    ARRAY['Spreadsheet-database hybrid', 'Forms', 'Automations', 'Views'],
    ARRAY['SOC 2'],
    ARRAY['Database', 'Project management', 'Content management', 'CRM'],
    ARRAY['User friendly', 'Flexible structure', 'Collaboration', 'No coding required'],
    ARRAY['Performance limits', 'Cost scaling', 'Limited relational features', 'Mobile limitations'],
    true,
    ARRAY['Database', 'Project Management', 'Content Management', 'Small Teams', 'Non-technical Users']),

('Retool', 'retool', 'low-code', 1, 99.9, false, false, false,
    ARRAY['Drag-drop UI builder', 'Database connections', 'API integrations', 'Custom code'],
    ARRAY['SOC 2'],
    ARRAY['Internal tools', 'Admin panels', 'Dashboards', 'CRUD applications'],
    ARRAY['Rapid development', 'Database integrations', 'Custom code support', 'Professional UI'],
    ARRAY['Cost', 'Learning curve', 'Customization limits', 'Performance'],
    true,
    ARRAY['Internal Tools', 'Admin Panels', 'Dashboards', 'CRUD Applications', 'Operations Teams']),

('Postman', 'postman', 'api-tools', 1, 99.9, false, false, false,
    ARRAY['API testing', 'Documentation', 'Monitoring', 'Mock servers'],
    ARRAY['SOC 2'],
    ARRAY['API development', 'API testing', 'Team collaboration', 'Documentation'],
    ARRAY['Industry standard', 'Comprehensive features', 'Team collaboration', 'Easy to use'],
    ARRAY['Performance with large collections', 'Cost for teams', 'Learning curve for advanced features', 'Desktop dependency'],
    true,
    ARRAY['API Development', 'API Testing', 'Team Collaboration', 'Documentation', 'Developer Tools']),

('Insomnia', 'kong', 'api-tools', 1, 99.9, false, false, false,
    ARRAY['API testing', 'GraphQL support', 'Environment management', 'Code generation'],
    ARRAY['SOC 2'],
    ARRAY['API testing', 'GraphQL development', 'REST API development'],
    ARRAY['Clean interface', 'GraphQL support', 'Open source', 'Plugin system'],
    ARRAY['Smaller ecosystem', 'Limited team features', 'Less market adoption', 'Feature gaps'],
    true,
    ARRAY['API Testing', 'GraphQL Development', 'REST API Development', 'Individual Developers', 'Open Source']),

('Prisma', 'prisma', 'database', 1, 99.9, true, false, false,
    ARRAY['Database toolkit', 'Type-safe client', 'Migrations', 'Studio GUI'],
    ARRAY['SOC 2'],
    ARRAY['Database access', 'Type-safe development', 'Database migrations'],
    ARRAY['Type safety', 'Developer experience', 'Auto-generated client', 'Migration system'],
    ARRAY['Learning curve', 'Abstraction overhead', 'Limited database features', 'Framework coupling'],
    true,
    ARRAY['Database Access', 'Type-safe Development', 'Modern Web Development', 'Full-stack Applications', 'TypeScript']),

('Sumo Logic', 'sumologic', 'monitoring', 16, 99.9, true, false, false,
    ARRAY['Log analytics', 'Security analytics', 'Infrastructure monitoring', 'Compliance'],
    ARRAY['SOC 2', 'FedRAMP', 'HIPAA'],
    ARRAY['Log management', 'Security monitoring', 'Compliance', 'DevOps'],
    ARRAY['Cloud-native', 'Machine learning', 'Real-time analytics', 'Compliance ready'],
    ARRAY['Cost', 'Learning curve', 'Data volume pricing', 'Complex queries'],
    true,
    ARRAY['Log Management', 'Security Monitoring', 'Compliance', 'DevOps', 'Enterprise']),

('Splunk', 'splunk', 'monitoring', 1, 99.99, true, false, false,
    ARRAY['Search and analytics', 'Machine learning', 'SIEM', 'IT operations'],
    ARRAY['SOC 2', 'FedRAMP', 'HIPAA'],
    ARRAY['Log analytics', 'Security monitoring', 'IT operations', 'Business intelligence'],
    ARRAY['Powerful search', 'Enterprise grade', 'Extensive integrations', 'Market leader'],
    ARRAY['High cost', 'Complexity', 'Resource intensive', 'Learning curve'],
    false,
    ARRAY['Log Analytics', 'Security Monitoring', 'IT Operations', 'Enterprise', 'SIEM']),

('Elasticsearch Cloud', 'elastic', 'monitoring', 50, 99.9, true, false, true,
    ARRAY['Search analytics', 'Observability', 'Security', 'Enterprise search'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Search', 'Observability', 'Security analytics', 'Enterprise search'],
    ARRAY['Open source foundation', 'Scalable', 'Real-time', 'Flexible'],
    ARRAY['Complexity', 'Resource usage', 'Management overhead', 'Pricing'],
    true,
    ARRAY['Search', 'Observability', 'Security Analytics', 'Enterprise Search', 'DevOps']),

-- Additional Cloud Storage Services
('Box', 'box', 'storage', 1, 99.9, false, false, false,
    ARRAY['File sharing', 'Collaboration', 'Workflow automation', 'Security controls'],
    ARRAY['SOC 2', 'FedRAMP', 'HIPAA'],
    ARRAY['File storage', 'Team collaboration', 'Document management', 'Enterprise content'],
    ARRAY['Enterprise focus', 'Security features', 'Collaboration tools', 'Compliance'],
    ARRAY['Cost', 'Limited personal use', 'Mobile app limitations', 'Integration complexity'],
    true,
    ARRAY['File Storage', 'Team Collaboration', 'Document Management', 'Enterprise', 'Healthcare']),

('Dropbox', 'dropbox', 'storage', 1, 99.9, false, false, false,
    ARRAY['File sync', 'Smart Sync', 'Paper', 'HelloSign integration'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['File storage', 'File sync', 'Team collaboration', 'Document sharing'],
    ARRAY['User friendly', 'Reliable sync', 'Cross-platform', 'Integration ecosystem'],
    ARRAY['Storage limits', 'Cost for business', 'Security concerns', 'Limited enterprise features'],
    true,
    ARRAY['File Storage', 'File Sync', 'Team Collaboration', 'Small Business', 'Creative Teams']),

('Google Drive', 'google', 'storage', 1, 99.9, false, false, false,
    ARRAY['Real-time collaboration', 'Office suite integration', 'AI-powered search', 'Version history'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['File storage', 'Document collaboration', 'Office productivity', 'Team workspaces'],
    ARRAY['Google ecosystem', 'Real-time collaboration', 'Generous free tier', 'AI features'],
    ARRAY['Privacy concerns', 'Google dependency', 'Limited offline', 'Enterprise limitations'],
    true,
    ARRAY['File Storage', 'Document Collaboration', 'Office Productivity', 'Education', 'Small Teams']),

-- Additional Database Services
('FaunaDB', 'fauna', 'database', 18, 99.9, true, false, false,
    ARRAY['ACID transactions', 'Multi-region', 'GraphQL', 'Temporal queries'],
    ARRAY['SOC 2', 'HIPAA'],
    ARRAY['Serverless database', 'Global applications', 'Real-time applications'],
    ARRAY['ACID compliance', 'Global consistency', 'Serverless scaling', 'Multi-model'],
    ARRAY['Learning curve', 'Cost predictability', 'Query complexity', 'Limited tooling'],
    true,
    ARRAY['Serverless Database', 'Global Applications', 'Real-time Applications', 'JAMstack', 'Modern Web']),

('Redis Cloud', 'redis', 'database', 100, 99.99, true, false, false,
    ARRAY['In-memory database', 'Caching', 'Real-time analytics', 'JSON support'],
    ARRAY['SOC 2', 'HIPAA', 'PCI DSS'],
    ARRAY['Caching', 'Session storage', 'Real-time analytics', 'Message queuing'],
    ARRAY['High performance', 'Versatile data structures', 'Pub/Sub messaging', 'Global distribution'],
    ARRAY['Memory-based cost', 'Data persistence complexity', 'Memory limitations', 'Clustering complexity'],
    true,
    ARRAY['Caching', 'Session Storage', 'Real-time Analytics', 'Gaming', 'E-commerce']),

('Amazon DynamoDB', 'amazon', 'database', 25, 99.999, true, false, false,
    ARRAY['NoSQL database', 'Global tables', 'DynamoDB Streams', 'On-demand scaling'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA'],
    ARRAY['NoSQL applications', 'Serverless backends', 'IoT data', 'Gaming'],
    ARRAY['Serverless scaling', 'Low latency', 'AWS integration', 'Global replication'],
    ARRAY['Query limitations', 'Cost complexity', 'AWS lock-in', 'Learning curve'],
    true,
    ARRAY['NoSQL Applications', 'Serverless Backends', 'IoT Data', 'Gaming', 'Mobile Apps']),

-- Additional API and Integration Services
('Kong', 'kong', 'api-gateway', 1, 99.99, true, false, true,
    ARRAY['API gateway', 'Rate limiting', 'Authentication', 'Analytics'],
    ARRAY['SOC 2'],
    ARRAY['API management', 'Microservices', 'API security', 'Traffic control'],
    ARRAY['Open source', 'High performance', 'Plugin ecosystem', 'Enterprise features'],
    ARRAY['Configuration complexity', 'Learning curve', 'Enterprise cost', 'Management overhead'],
    true,
    ARRAY['API Management', 'Microservices', 'API Security', 'Enterprise', 'DevOps']),

('Apigee', 'google', 'api-gateway', 24, 99.99, true, false, false,
    ARRAY['API management', 'Developer portal', 'Analytics', 'Monetization'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['API management', 'Developer ecosystems', 'API monetization', 'Enterprise APIs'],
    ARRAY['Enterprise grade', 'Developer portal', 'Analytics', 'Monetization features'],
    ARRAY['Cost', 'Complexity', 'Google dependency', 'Learning curve'],
    false,
    ARRAY['API Management', 'Developer Ecosystems', 'API Monetization', 'Enterprise', 'Digital Transformation']),

('MuleSoft', 'salesforce', 'integration', 1, 99.99, true, false, false,
    ARRAY['Integration platform', 'API management', 'Data integration', 'B2B integration'],
    ARRAY['SOC 2', 'ISO 27001', 'HIPAA'],
    ARRAY['System integration', 'API management', 'Data transformation', 'Legacy modernization'],
    ARRAY['Enterprise focus', 'Comprehensive platform', 'Salesforce integration', 'Hybrid deployment'],
    ARRAY['High cost', 'Complexity', 'Learning curve', 'Over-engineering for SMB'],
    false,
    ARRAY['System Integration', 'API Management', 'Data Transformation', 'Enterprise', 'Legacy Modernization']),

-- Additional Communication Services
('Zoom', 'zoom', 'communications', 1, 99.99, true, false, false,
    ARRAY['Video conferencing', 'Webinars', 'Phone system', 'Rooms'],
    ARRAY['SOC 2', 'FedRAMP', 'HIPAA'],
    ARRAY['Video conferencing', 'Remote meetings', 'Webinars', 'Business communications'],
    ARRAY['Reliable video quality', 'Easy to use', 'Scale capability', 'Integration ecosystem'],
    ARRAY['Security concerns', 'Cost for features', 'Bandwidth requirements', 'Privacy concerns'],
    true,
    ARRAY['Video Conferencing', 'Remote Meetings', 'Webinars', 'Business Communications', 'Education']),

('Slack', 'salesforce', 'communications', 1, 99.99, false, false, false,
    ARRAY['Team messaging', 'File sharing', 'Workflow automation', 'App integrations'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Team communication', 'Remote work', 'Project collaboration', 'Internal communications'],
    ARRAY['User friendly', 'Rich integrations', 'Search capabilities', 'Workflow automation'],
    ARRAY['Cost scaling', 'Information overload', 'Thread management', 'Distraction potential'],
    true,
    ARRAY['Team Communication', 'Remote Work', 'Project Collaboration', 'Software Teams', 'Startups']),

('Discord', 'discord', 'communications', 1, 99.9, false, false, false,
    ARRAY['Voice/video chat', 'Text messaging', 'Screen sharing', 'Bot integrations'],
    ARRAY['SOC 2'],
    ARRAY['Community building', 'Gaming communication', 'Team coordination', 'Social interaction'],
    ARRAY['Free tier', 'Low latency voice', 'Community features', 'Bot ecosystem'],
    ARRAY['Gaming focus', 'Limited business features', 'Moderation challenges', 'Professional perception'],
    true,
    ARRAY['Community Building', 'Gaming Communication', 'Team Coordination', 'Open Source Communities', 'Education']),

-- Additional Security and Compliance Services
('CrowdStrike', 'crowdstrike', 'security', 1, 99.99, true, false, false,
    ARRAY['Endpoint protection', 'Threat intelligence', 'Incident response', 'Cloud security'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Endpoint security', 'Threat detection', 'Incident response', 'Cloud workload protection'],
    ARRAY['AI-powered detection', 'Cloud-native', 'Threat intelligence', 'Rapid response'],
    ARRAY['Cost', 'Complexity', 'False positives', 'Resource usage'],
    false,
    ARRAY['Endpoint Security', 'Threat Detection', 'Incident Response', 'Enterprise', 'Government']),

('Qualys', 'qualys', 'security', 1, 99.99, true, false, false,
    ARRAY['Vulnerability management', 'Compliance', 'Web app security', 'Container security'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP'],
    ARRAY['Vulnerability assessment', 'Compliance monitoring', 'Security scanning', 'Risk management'],
    ARRAY['Comprehensive platform', 'Cloud-based', 'Compliance focus', 'Global reach'],
    ARRAY['Cost', 'Interface complexity', 'Learning curve', 'Report customization'],
    false,
    ARRAY['Vulnerability Assessment', 'Compliance Monitoring', 'Security Scanning', 'Enterprise', 'Healthcare']),

-- Final specialized services to reach 200
('LaunchDarkly', 'launchdarkly', 'feature-flags', 1, 99.99, true, false, false,
    ARRAY['Feature flags', 'A/B testing', 'Progressive delivery', 'Analytics'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Feature management', 'Progressive delivery', 'A/B testing', 'Risk mitigation'],
    ARRAY['Enterprise grade', 'Real-time updates', 'Targeting capabilities', 'Analytics'],
    ARRAY['Cost', 'Complexity for simple use cases', 'Learning curve', 'Vendor dependency'],
    true,
    ARRAY['Feature Management', 'Progressive Delivery', 'A/B Testing', 'DevOps', 'Product Teams']),

('Segment', 'twilio', 'analytics', 1, 99.9, true, false, false,
    ARRAY['Customer data platform', 'Event tracking', 'Integrations', 'Profiles'],
    ARRAY['SOC 2', 'HIPAA', 'GDPR compliant'],
    ARRAY['Customer data management', 'Analytics integration', 'Personalization', 'Marketing automation'],
    ARRAY['Unified data collection', 'Easy integrations', 'Real-time streaming', 'Data governance'],
    ARRAY['Cost', 'Data volume limits', 'Integration complexity', 'Vendor lock-in'],
    true,
    ARRAY['Customer Data Management', 'Analytics Integration', 'Personalization', 'Marketing Automation', 'E-commerce']),

('Intercom', 'intercom', 'customer-support', 1, 99.9, true, false, false,
    ARRAY['Live chat', 'Help desk', 'Knowledge base', 'Product tours'],
    ARRAY['SOC 2', 'ISO 27001', 'GDPR compliant'],
    ARRAY['Customer support', 'Live chat', 'Customer engagement', 'Help desk'],
    ARRAY['Easy integration', 'Modern interface', 'Automation features', 'Multi-channel support'],
    ARRAY['Cost scaling', 'Feature complexity', 'Learning curve', 'Customization limits'],
    true,
    ARRAY['Customer Support', 'Live Chat', 'Customer Engagement', 'SaaS', 'E-commerce']),

('Zendesk', 'zendesk', 'customer-support', 1, 99.9, false, false, false,
    ARRAY['Ticket management', 'Knowledge base', 'Chat', 'Analytics'],
    ARRAY['SOC 2', 'ISO 27001', 'HIPAA'],
    ARRAY['Customer support', 'Help desk', 'Ticket management', 'Knowledge management'],
    ARRAY['Comprehensive platform', 'Customizable', 'Reporting', 'Integration ecosystem'],
    ARRAY['Cost', 'Complexity', 'Interface dated', 'Learning curve'],
    true,
    ARRAY['Customer Support', 'Help Desk', 'Ticket Management', 'Enterprise', 'Service Organizations']),

('Freshworks', 'freshworks', 'customer-support', 1, 99.9, false, false, false,
    ARRAY['Customer service', 'Sales CRM', 'Marketing automation', 'Phone support'],
    ARRAY['SOC 2', 'ISO 27001', 'GDPR compliant'],
    ARRAY['Customer support', 'CRM', 'Marketing automation', 'Sales management'],
    ARRAY['All-in-one platform', 'Affordable pricing', 'Easy setup', 'Modern interface'],
    ARRAY['Feature depth', 'Customization limits', 'Enterprise scalability', 'Integration gaps'],
    true,
    ARRAY['Customer Support', 'CRM', 'Marketing Automation', 'SMB', 'Sales Teams']),

('HubSpot', 'hubspot', 'crm', 1, 99.9, false, false, false,
    ARRAY['CRM', 'Marketing automation', 'Sales tools', 'Content management'],
    ARRAY['SOC 2', 'ISO 27001', 'GDPR compliant'],
    ARRAY['Inbound marketing', 'Sales automation', 'Customer relationship management', 'Content marketing'],
    ARRAY['Free tier', 'All-in-one platform', 'Easy to use', 'Strong community'],
    ARRAY['Cost scaling', 'Customization limits', 'Advanced features cost', 'Lock-in concerns'],
    true,
    ARRAY['Inbound Marketing', 'Sales Automation', 'Customer Relationship Management', 'SMB', 'Marketing Teams']),

('Salesforce', 'salesforce', 'crm', 1, 99.99, false, false, false,
    ARRAY['Sales Cloud', 'Service Cloud', 'Marketing Cloud', 'Platform'],
    ARRAY['SOC 2', 'ISO 27001', 'FedRAMP', 'HIPAA'],
    ARRAY['Customer relationship management', 'Sales automation', 'Service management', 'Marketing automation'],
    ARRAY['Market leader', 'Comprehensive platform', 'Customization', 'Ecosystem'],
    ARRAY['Cost', 'Complexity', 'Learning curve', 'Over-engineering for SMB'],
    false,
    ARRAY['Customer Relationship Management', 'Sales Automation', 'Enterprise', 'Service Management', 'Large Organizations']),

('Pipedrive', 'pipedrive', 'crm', 1, 99.9, false, false, false,
    ARRAY['Pipeline management', 'Sales automation', 'Email sync', 'Reporting'],
    ARRAY['SOC 2', 'ISO 27001', 'GDPR compliant'],
    ARRAY['Sales management', 'Pipeline tracking', 'Lead management', 'Sales reporting'],
    ARRAY['Sales-focused', 'Easy to use', 'Visual pipeline', 'Mobile app'],
    ARRAY['Limited marketing features', 'Customization constraints', 'Advanced reporting', 'Integration limits'],
    true,
    ARRAY['Sales Management', 'Pipeline Tracking', 'Lead Management', 'SMB', 'Sales Teams']),

('Monday.com', 'monday', 'project-management', 1, 99.9, false, false, false,
    ARRAY['Project boards', 'Time tracking', 'Automations', 'Dashboard'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Project management', 'Team collaboration', 'Workflow management', 'Resource planning'],
    ARRAY['Visual interface', 'Customizable', 'Automation features', 'Template library'],
    ARRAY['Cost scaling', 'Complexity for simple needs', 'Mobile limitations', 'Learning curve'],
    true,
    ARRAY['Project Management', 'Team Collaboration', 'Workflow Management', 'Marketing Teams', 'Creative Agencies']),

('Asana', 'asana', 'project-management', 1, 99.9, false, false, false,
    ARRAY['Task management', 'Project tracking', 'Team collaboration', 'Reporting'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Project management', 'Task tracking', 'Team coordination', 'Goal tracking'],
    ARRAY['User friendly', 'Multiple views', 'Good free tier', 'Mobile apps'],
    ARRAY['Advanced features cost', 'Customization limits', 'Reporting constraints', 'Large project limitations'],
    true,
    ARRAY['Project Management', 'Task Tracking', 'Team Coordination', 'Small Teams', 'Startups']),

('Trello', 'atlassian', 'project-management', 1, 99.9, false, false, false,
    ARRAY['Kanban boards', 'Cards and lists', 'Power-Ups', 'Team collaboration'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Task management', 'Project organization', 'Team collaboration', 'Visual workflow'],
    ARRAY['Simple interface', 'Visual organization', 'Free tier', 'Easy adoption'],
    ARRAY['Limited advanced features', 'Scaling challenges', 'Reporting limitations', 'Complex project constraints'],
    true,
    ARRAY['Task Management', 'Project Organization', 'Visual Workflow', 'Small Teams', 'Personal Productivity']),

('Jira', 'atlassian', 'project-management', 1, 99.95, false, false, false,
    ARRAY['Issue tracking', 'Agile boards', 'Reporting', 'Workflow automation'],
    ARRAY['SOC 2', 'ISO 27001'],
    ARRAY['Software development', 'Issue tracking', 'Agile project management', 'Bug tracking'],
    ARRAY['Agile-focused', 'Customizable workflows', 'Comprehensive reporting', 'Atlassian ecosystem'],
    ARRAY['Complexity', 'Learning curve', 'Cost', 'Over-engineering for simple needs'],
    true,
    ARRAY['Software Development', 'Issue Tracking', 'Agile Project Management', 'Development Teams', 'Enterprise']);

-- =====================================================
-- DATA INSERTION - TESTING TECHNOLOGIES
-- =====================================================

 INSERT INTO testing_technologies (
    name, testing_type, framework_support, automation_level, ci_cd_integration, 
    browser_support, mobile_testing, api_testing, performance_testing, 
    primary_use_cases, strengths, weaknesses, license_type, domain
) VALUES 
('Mocha', 'unit', ARRAY['Node.js', 'JavaScript', 'TypeScript'], 'full', true,
    ARRAY['Node.js'], false, true, false,
    ARRAY['Unit testing', 'Integration testing', 'Asynchronous testing', 'Browser testing'],
    ARRAY['Flexible', 'Rich ecosystem', 'Good for async code', 'Extensible reporters'],
    ARRAY['Requires assertion library', 'Setup complexity', 'Slower than Jest', 'Less built-in features'],
    'MIT',
    ARRAY['Node.js Applications', 'JavaScript Testing', 'Backend Services', 'API Testing', 'CI/CD Pipelines']),
('Chai', 'assertion', ARRAY['JavaScript', 'TypeScript', 'Node.js'], 'partial', true,
    ARRAY['Node.js'], false, true, false,
    ARRAY['Assertion library', 'Unit testing', 'Integration testing', 'API testing'],
    ARRAY['Readable syntax', 'Chainable interface', 'Multiple styles', 'Good documentation'],
    ARRAY['Not a test runner', 'Requires setup', 'Learning curve', 'Dependency management'],
    'MIT',
    ARRAY['JavaScript Development', 'Node.js Applications', 'API Testing', 'Unit Testing', 'Integration Testing']),
('Sinon', 'mocking', ARRAY['JavaScript', 'TypeScript', 'Node.js'], 'full', true,
    ARRAY['Node.js'], false, true, false,
    ARRAY['Mocking', 'Stubbing', 'Spying', 'Fake timers'],
    ARRAY['Comprehensive mocking', 'Easy to use', 'Good documentation', 'Standalone'],
    ARRAY['Complex API', 'Learning curve', 'Setup overhead', 'Performance impact'],
    'BSD-3-Clause',
    ARRAY['JavaScript Testing', 'Node.js Applications', 'Unit Testing', 'Integration Testing', 'Mocking']),
('Supertest', 'api', ARRAY['Node.js', 'Express', 'JavaScript'], 'full', true,
    ARRAY['Node.js'], false, true, false,
    ARRAY['API testing', 'HTTP testing', 'Integration testing', 'Endpoint testing'],
    ARRAY['Easy HTTP assertions', 'Good for Express', 'Comprehensive', 'Well documented'],
    ARRAY['Node.js only', 'Limited to HTTP', 'Requires test runner', 'Setup complexity'],
    'MIT',
    ARRAY['API Testing', 'Node.js Applications', 'Express Apps', 'HTTP Services', 'Integration Testing']),
('Puppeteer', 'e2e', ARRAY['JavaScript', 'TypeScript', 'Node.js'], 'full', true,
    ARRAY['Chrome'], false, false, false,
    ARRAY['Browser automation', 'Web scraping', 'UI testing', 'Screenshot testing'],
    ARRAY['Headless Chrome', 'Fast execution', 'Good API', 'Google backing'],
    ARRAY['Chrome only', 'Resource intensive', 'Limited browser support', 'Setup complexity'],
    'Apache 2.0',
    ARRAY['Web Testing', 'Browser Automation', 'UI Testing', 'Web Scraping', 'Chrome Applications']),
('TestCafe', 'e2e', ARRAY['JavaScript', 'TypeScript', 'CoffeeScript'], 'full', true,
    ARRAY['Chrome', 'Firefox', 'Safari', 'Edge'], false, false, false,
    ARRAY['Cross-browser testing', 'End-to-end testing', 'Functional testing', 'Regression testing'],
    ARRAY['No WebDriver', 'Easy setup', 'Good reporting', 'Stable tests'],
    ARRAY['Slower execution', 'Limited mobile', 'Resource usage', 'Learning curve'],
    'MIT',
    ARRAY['Cross-browser Testing', 'Web Applications', 'E-commerce', 'SaaS Platforms', 'Regression Testing']),
('Nightwatch', 'e2e', ARRAY['JavaScript', 'TypeScript', 'Node.js'], 'full', true,
    ARRAY['Chrome', 'Firefox', 'Safari', 'Edge'], false, false, false,
    ARRAY['End-to-end testing', 'Cross-browser testing', 'Regression testing', 'UI testing'],
    ARRAY['Selenium-based', 'Good syntax', 'Extensible', 'Cloud integration'],
    ARRAY['Selenium dependency', 'Setup complexity', 'Flaky tests', 'Performance issues'],
    'MIT',
    ARRAY['Web Testing', 'Cross-browser Testing', 'UI Testing', 'Regression Testing', 'Cloud Testing']),
('WebdriverIO', 'e2e', ARRAY['JavaScript', 'TypeScript', 'Python'], 'full', true,
    ARRAY['Chrome', 'Firefox', 'Safari', 'Edge'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'API testing', 'Component testing'],
    ARRAY['WebDriver standard', 'Multi-language', 'Good ecosystem', 'Cloud support'],
    ARRAY['Complex setup', 'Learning curve', 'Performance overhead', 'Maintenance'],
    'MIT',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Web Applications', 'Enterprise Testing', 'Cloud Testing']),
('Cucumber', 'bdd', ARRAY['Java', 'JavaScript', 'Ruby', 'Python'], 'full', true,
    ARRAY['All browsers'], false, true, false,
    ARRAY['BDD testing', 'Acceptance testing', 'Integration testing', 'Documentation'],
    ARRAY['Readable syntax', 'Business-friendly', 'Multi-language', 'Good reporting'],
    ARRAY['Verbose', 'Learning curve', 'Setup complexity', 'Performance overhead'],
    'MIT',
    ARRAY['BDD Testing', 'Acceptance Testing', 'Agile Teams', 'Documentation', 'Business Applications']),
('RSpec', 'bdd', ARRAY['Ruby', 'Rails'], 'full', true,
    ARRAY['All browsers'], false, true, false,
    ARRAY['BDD testing', 'Unit testing', 'Integration testing', 'Acceptance testing'],
    ARRAY['Readable syntax', 'Rich features', 'Good ecosystem', 'Rails integration'],
    ARRAY['Ruby only', 'Learning curve', 'Setup complexity', 'Performance issues'],
    'MIT',
    ARRAY['Ruby Development', 'Rails Applications', 'BDD Testing', 'Unit Testing', 'Integration Testing']),
('PHPUnit', 'unit', ARRAY['PHP', 'Laravel', 'Symfony'], 'full', true,
    ARRAY['PHP'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Functional testing', 'Regression testing'],
    ARRAY['PHP standard', 'Good documentation', 'Rich features', 'Framework integration'],
    ARRAY['PHP only', 'Setup complexity', 'Learning curve', 'Performance issues'],
    'BSD-3-Clause',
    ARRAY['PHP Development', 'Laravel Applications', 'Symfony Apps', 'Unit Testing', 'Integration Testing']),
('Codeception', 'bdd', ARRAY['PHP', 'Laravel', 'Symfony'], 'full', true,
    ARRAY['All browsers'], false, true, false,
    ARRAY['BDD testing', 'Acceptance testing', 'Functional testing', 'API testing'],
    ARRAY['Multiple testing types', 'Good documentation', 'Framework integration', 'Modular'],
    ARRAY['PHP only', 'Complex setup', 'Learning curve', 'Performance overhead'],
    'MIT',
    ARRAY['PHP Testing', 'BDD Testing', 'Acceptance Testing', 'API Testing', 'Functional Testing']),
('PyTest', 'unit', ARRAY['Python', 'Django', 'Flask'], 'full', true,
    ARRAY['Python'], false, true, false,
    ARRAY['Unit testing', 'Integration testing', 'Functional testing', 'API testing'],
    ARRAY['Simple syntax', 'Powerful fixtures', 'Good plugins', 'Fast execution'],
    ARRAY['Python only', 'Limited features', 'Setup complexity', 'Learning curve'],
    'MIT',
    ARRAY['Python Development', 'Django Applications', 'Flask Apps', 'Unit Testing', 'API Testing']),
('Unittest', 'unit', ARRAY['Python'], 'full', true,
    ARRAY['Python'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Test discovery', 'Test organization'],
    ARRAY['Built-in', 'Simple', 'Standard library', 'No dependencies'],
    ARRAY['Basic features', 'Verbose syntax', 'Limited functionality', 'Python only'],
    'Python Software Foundation',
    ARRAY['Python Development', 'Unit Testing', 'Integration Testing', 'Standard Library', 'Educational']),
('Robot Framework', 'bdd', ARRAY['Python', 'Java', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Acceptance testing', 'BDD testing', 'Robot testing', 'Integration testing'],
    ARRAY['Keyword-driven', 'Easy to learn', 'Good reporting', 'Extensible'],
    ARRAY['Learning curve', 'Setup complexity', 'Performance overhead', 'Limited features'],
    'Apache 2.0',
    ARRAY['Acceptance Testing', 'BDD Testing', 'Robot Testing', 'Integration Testing', 'Enterprise Testing']),
('Jasmine', 'unit', ARRAY['JavaScript', 'TypeScript', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'BDD testing', 'Behavior testing'],
    ARRAY['No dependencies', 'Easy setup', 'Good syntax', 'Angular integration'],
    ARRAY['Limited features', 'Basic assertions', 'Performance issues', 'Learning curve'],
    'MIT',
    ARRAY['JavaScript Testing', 'Angular Applications', 'Unit Testing', 'BDD Testing', 'Frontend Testing']),
('Karma', 'runner', ARRAY['JavaScript', 'TypeScript', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Test runner', 'Cross-browser testing', 'CI integration', 'Test execution'],
    ARRAY['Multiple browsers', 'Good integration', 'Real-time testing', 'Framework support'],
    ARRAY['Setup complexity', 'Performance overhead', 'Learning curve', 'Configuration'],
    'MIT',
    ARRAY['JavaScript Testing', 'Angular Applications', 'Cross-browser Testing', 'CI/CD Pipelines', 'Frontend Testing']),
('Protractor', 'e2e', ARRAY['JavaScript', 'TypeScript', 'Angular'], 'full', true,
    ARRAY['Chrome', 'Firefox'], false, false, false,
    ARRAY['End-to-end testing', 'Angular testing', 'Web testing', 'UI testing'],
    ARRAY['Angular optimized', 'Good integration', 'Auto-wait', 'Selenium-based'],
    ARRAY['Angular only', 'Deprecated', 'Setup complexity', 'Performance issues'],
    'MIT',
    ARRAY['Angular Testing', 'End-to-end Testing', 'Web Applications', 'UI Testing', 'Frontend Testing']),
     
('Detox', 'e2e', ARRAY['JavaScript', 'TypeScript', 'React Native'], 'full', true,
    ARRAY['Mobile'], true, false, false,
    ARRAY['Mobile testing', 'React Native testing', 'End-to-end testing', 'UI testing'],
    ARRAY['Gray box testing', 'Fast execution', 'Good debugging', 'React Native optimized'],
    ARRAY['Mobile only', 'React Native only', 'Setup complexity', 'Learning curve'],
    'MIT',
    ARRAY['Mobile Testing', 'React Native Applications', 'End-to-end Testing', 'UI Testing', 'Mobile Apps']),
('Appium', 'e2e', ARRAY['JavaScript', 'Java', 'Python', 'C#'], 'full', true,
    ARRAY['Mobile'], true, false, false,
    ARRAY['Mobile testing', 'Cross-platform testing', 'End-to-end testing', 'UI testing'],
    ARRAY['Cross-platform', 'Multi-language', 'Good ecosystem', 'Cloud support'],
    ARRAY['Setup complexity', 'Performance issues', 'Flaky tests', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Mobile Testing', 'Cross-platform Testing', 'End-to-end Testing', 'UI Testing', 'Mobile Apps']),
('XCUITest', 'e2e', ARRAY['Swift', 'Objective-C'], 'full', true,
    ARRAY['iOS'], true, false, false,
    ARRAY['iOS testing', 'UI testing', 'End-to-end testing', 'Mobile testing'],
    ARRAY['Apple native', 'Good integration', 'Fast execution', 'Reliable'],
    ARRAY['iOS only', 'Apple only', 'Limited features', 'Learning curve'],
    'Apple',
    ARRAY['iOS Testing', 'Mobile Testing', 'UI Testing', 'End-to-end Testing', 'Apple Applications']),
('Espresso', 'e2e', ARRAY['Java', 'Kotlin'], 'full', true,
    ARRAY['Android'], true, false, false,
    ARRAY['Android testing', 'UI testing', 'End-to-end testing', 'Mobile testing'],
    ARRAY['Google native', 'Good integration', 'Fast execution', 'Reliable'],
    ARRAY['Android only', 'Google only', 'Limited features', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Android Testing', 'Mobile Testing', 'UI Testing', 'End-to-end Testing', 'Google Applications']),
('Postman', 'api', ARRAY['JavaScript', 'REST', 'GraphQL'], 'full', true,
    ARRAY['All browsers'], false, true, false,
    ARRAY['API testing', 'Integration testing', 'Documentation', 'Monitoring'],
    ARRAY['User-friendly', 'Good UI', 'Collaboration', 'Comprehensive'],
    ARRAY['Limited automation', 'Performance issues', 'Cost', 'Learning curve'],
    'Postman',
    ARRAY['API Testing', 'Integration Testing', 'Documentation', 'Monitoring', 'REST Services']),
('Insomnia', 'api', ARRAY['JavaScript', 'REST', 'GraphQL'], 'full', true,
    ARRAY['All browsers'], false, true, false,
    ARRAY['API testing', 'Integration testing', 'Documentation', 'Debugging'],
    ARRAY['Clean UI', 'Good performance', 'Open source', 'Extensible'],
    ARRAY['Limited features', 'Basic automation', 'Learning curve', 'Limited collaboration'],
    'MIT',
    ARRAY['API Testing', 'Integration Testing', 'Documentation', 'Debugging', 'REST Services']),
('SoapUI', 'api', ARRAY['Java', 'SOAP', 'REST'], 'full', true,
    ARRAY['All browsers'], false, true, false,
    ARRAY['API testing', 'SOAP testing', 'Web services testing', 'Integration testing'],
    ARRAY['Comprehensive', 'Good for SOAP', 'Enterprise features', 'Good reporting'],
    ARRAY['Java dependency', 'Complex setup', 'Performance issues', 'Cost'],
    'SoapUI',
    ARRAY['API Testing', 'SOAP Testing', 'Web Services', 'Integration Testing', 'Enterprise Applications']),
('RestAssured', 'api', ARRAY['Java', 'REST', 'Spring'], 'full', true,
    ARRAY['Java'], false, true, false,
    ARRAY['API testing', 'REST testing', 'Integration testing', 'Java testing'],
    ARRAY['Java native', 'Good syntax', 'Spring integration', 'Comprehensive'],
    ARRAY['Java only', 'REST only', 'Setup complexity', 'Learning curve'],
    'Apache 2.0',
    ARRAY['API Testing', 'REST Testing', 'Java Applications', 'Spring Apps', 'Integration Testing']),
('JUnit', 'unit', ARRAY['Java', 'Spring', 'Android'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Regression testing', 'Java testing'],
    ARRAY['Java standard', 'Good ecosystem', 'Framework integration', 'Reliable'],
    ARRAY['Java only', 'Basic features', 'Setup complexity', 'Learning curve'],
    'Eclipse Public License',
    ARRAY['Java Development', 'Unit Testing', 'Integration Testing', 'Spring Applications', 'Android Apps']),
('TestNG', 'unit', ARRAY['Java', 'Spring', 'Selenium'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Functional testing', 'Data-driven testing'],
    ARRAY['Advanced features', 'Good reporting', 'Data-driven', 'Flexible'],
    ARRAY['Java only', 'Complex setup', 'Learning curve', 'Performance issues'],
    'Apache 2.0',
    ARRAY['Java Development', 'Unit Testing', 'Integration Testing', 'Functional Testing', 'Data-driven Testing']),
('Mockito', 'mocking', ARRAY['Java', 'Spring', 'Android'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Mocking', 'Stubbing', 'Unit testing', 'Integration testing'],
    ARRAY['Easy to use', 'Good syntax', 'Java native', 'Comprehensive'],
    ARRAY['Java only', 'Limited features', 'Learning curve', 'Setup complexity'],
    'MIT',
    ARRAY['Java Testing', 'Mocking', 'Unit Testing', 'Integration Testing', 'Spring Applications']),
('PowerMock', 'mocking', ARRAY['Java', 'Spring', 'JUnit'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Mocking', 'Stubbing', 'Static methods', 'Private methods'],
    ARRAY['Powerful mocking', 'Static methods', 'Private methods', 'JUnit integration'],
    ARRAY['Java only', 'Complex setup', 'Learning curve', 'Performance issues'],
    'Apache 2.0',
    ARRAY['Java Testing', 'Mocking', 'Unit Testing', 'Static Methods', 'Private Methods']),
('Hamcrest', 'assertion', ARRAY['Java', 'JUnit', 'TestNG'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Assertion library', 'Unit testing', 'Integration testing', 'Java testing'],
    ARRAY['Readable syntax', 'Comprehensive', 'Extensible', 'Good documentation'],
    ARRAY['Java only', 'Learning curve', 'Setup complexity', 'Limited features'],
    'BSD-3-Clause',
    ARRAY['Java Testing', 'Assertion Library', 'Unit Testing', 'Integration Testing', 'Java Development']),
('AssertJ', 'assertion', ARRAY['Java', 'JUnit', 'Spring'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Assertion library', 'Unit testing', 'Integration testing', 'Java testing'],
    ARRAY['Fluent API', 'Good syntax', 'Comprehensive', 'Java native'],
    ARRAY['Java only', 'Learning curve', 'Setup complexity', 'Limited features'],
    'Apache 2.0',
    ARRAY['Java Testing', 'Assertion Library', 'Unit Testing', 'Integration Testing', 'Java Development']),
('Selenide', 'e2e', ARRAY['Java', 'JavaScript', 'Selenium'], 'full', true,
    ARRAY['Chrome', 'Firefox', 'Safari'], false, false, false,
    ARRAY['End-to-end testing', 'Web testing', 'UI testing', 'Integration testing'],
    ARRAY['Concise API', 'Good syntax', 'Selenium-based', 'Reliable'],
    ARRAY['Java only', 'Limited features', 'Setup complexity', 'Learning curve'],
    'MIT',
    ARRAY['Web Testing', 'End-to-end Testing', 'UI Testing', 'Java Applications', 'Selenium Testing']),
('Gatling', 'performance', ARRAY['Java', 'Scala', 'HTTP'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'Stress testing', 'HTTP testing'],
    ARRAY['High performance', 'Good reporting', 'Scala native', 'Comprehensive'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Java dependency'],
    'Apache 2.0',
    ARRAY['Performance Testing', 'Load Testing', 'Stress Testing', 'HTTP Services', 'Enterprise Applications']),
('JMeter', 'performance', ARRAY['Java', 'HTTP', 'REST'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'Stress testing', 'API testing'],
    ARRAY['Comprehensive', 'Good UI', 'Protocol support', 'Extensible'],
    ARRAY['Java dependency', 'Resource intensive', 'Complex setup', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Performance Testing', 'Load Testing', 'Stress Testing', 'API Testing', 'Enterprise Applications']),
('Locust', 'performance', ARRAY['Python', 'HTTP', 'REST'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'Stress testing', 'API testing'],
    ARRAY['Python native', 'Easy to use', 'Good reporting', 'Scalable'],
    ARRAY['Python only', 'Limited features', 'Setup complexity', 'Learning curve'],
    'MIT',
    ARRAY['Performance Testing', 'Load Testing', 'Stress Testing', 'API Testing', 'Python Applications']),
('K6', 'performance', ARRAY['JavaScript', 'TypeScript', 'HTTP'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'Stress testing', 'API testing'],
    ARRAY['JavaScript native', 'Good performance', 'Cloud integration', 'Modern'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Cost'],
    'AGPL-3.0',
    ARRAY['Performance Testing', 'Load Testing', 'Stress Testing', 'API Testing', 'JavaScript Applications']),

('Artillery', 'performance', ARRAY['JavaScript', 'Node.js', 'HTTP'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'Stress testing', 'API testing'],
    ARRAY['JavaScript native', 'Easy setup', 'Good performance', 'Extensible'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Limited documentation'],
    'MPL-2.0',
    ARRAY['Performance Testing', 'Load Testing', 'Stress Testing', 'API Testing', 'JavaScript Applications']),
('Tsung', 'performance', ARRAY['Erlang', 'HTTP', 'XMPP'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'Stress testing', 'Protocol testing'],
    ARRAY['High performance', 'Protocol support', 'Scalable', 'Reliable'],
    ARRAY['Erlang dependency', 'Complex setup', 'Learning curve', 'Limited UI'],
    'GPL-2.0',
    ARRAY['Performance Testing', 'Load Testing', 'Stress Testing', 'Protocol Testing', 'Enterprise Applications']),
('Vegeta', 'performance', ARRAY['Go', 'HTTP', 'REST'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'HTTP testing', 'API testing'],
    ARRAY['Go native', 'Fast execution', 'Simple', 'Reliable'],
    ARRAY['Limited features', 'Basic reporting', 'Learning curve', 'Go only'],
    'MIT',
    ARRAY['Performance Testing', 'Load Testing', 'HTTP Testing', 'API Testing', 'Go Applications']),
('Fortio', 'performance', ARRAY['Go', 'HTTP', 'gRPC'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'HTTP testing', 'gRPC testing'],
    ARRAY['Go native', 'gRPC support', 'Good UI', 'Comprehensive'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Go only'],
    'Apache 2.0',
    ARRAY['Performance Testing', 'Load Testing', 'HTTP Testing', 'gRPC Testing', 'Go Applications']),
('Wrk', 'performance', ARRAY['C', 'HTTP', 'Lua'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'HTTP testing', 'Benchmarking'],
    ARRAY['High performance', 'Fast execution', 'Lua scripting', 'Reliable'],
    ARRAY['Limited features', 'Basic UI', 'Learning curve', 'C dependency'],
    'Apache 2.0',
    ARRAY['Performance Testing', 'Load Testing', 'HTTP Testing', 'Benchmarking', 'High-performance Systems']),
('Apache Bench', 'performance', ARRAY['C', 'HTTP', 'Apache'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'HTTP testing', 'Benchmarking'],
    ARRAY['Built-in', 'Simple', 'Reliable', 'Apache native'],
    ARRAY['Limited features', 'Basic reporting', 'HTTP only', 'Apache only'],
    'Apache 2.0',
    ARRAY['Performance Testing', 'Load Testing', 'HTTP Testing', 'Benchmarking', 'Apache Applications']),
('Siege', 'performance', ARRAY['C', 'HTTP', 'REST'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'HTTP testing', 'Stress testing'],
    ARRAY['Simple', 'Reliable', 'Good reporting', 'Configurable'],
    ARRAY['Limited features', 'Basic UI', 'Learning curve', 'C dependency'],
    'GPL-3.0',
    ARRAY['Performance Testing', 'Load Testing', 'HTTP Testing', 'Stress Testing', 'Web Applications']),
('Loader.io', 'performance', ARRAY['Cloud', 'HTTP', 'REST'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'HTTP testing', 'Cloud testing'],
    ARRAY['Cloud-based', 'Easy setup', 'Good reporting', 'No installation'],
    ARRAY['Cost', 'Limited control', 'Internet dependency', 'Limited features'],
    'Loader.io',
    ARRAY['Performance Testing', 'Load Testing', 'HTTP Testing', 'Cloud Testing', 'Web Applications']),
('BlazeMeter', 'performance', ARRAY['Cloud', 'HTTP', 'REST'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance testing', 'Load testing', 'HTTP testing', 'Cloud testing'],
    ARRAY['Cloud-based', 'Comprehensive', 'Good reporting', 'JMeter integration'],
    ARRAY['Cost', 'Complex setup', 'Internet dependency', 'Learning curve'],
    'BlazeMeter',
    ARRAY['Performance Testing', 'Load Testing', 'HTTP Testing', 'Cloud Testing', 'Enterprise Applications']),
('New Relic', 'monitoring', ARRAY['Cloud', 'APM', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'APM', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real-time'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Internet dependency'],
    'New Relic',
    ARRAY['Performance Monitoring', 'APM', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('Datadog', 'monitoring', ARRAY['Cloud', 'APM', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'APM', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Comprehensive', 'Good integration', 'Cloud-based', 'Real-time'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Internet dependency'],
    'Datadog',
    ARRAY['Performance Monitoring', 'APM', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('Prometheus', 'monitoring', ARRAY['Go', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'Metrics collection', 'Cloud monitoring', 'Time series'],
    ARRAY['Open source', 'Powerful', 'Extensible', 'Good ecosystem'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Limited UI'],
    'Apache 2.0',
    ARRAY['Performance Monitoring', 'Metrics Collection', 'Cloud Monitoring', 'Time Series', 'Enterprise Applications']),
('Grafana', 'monitoring', ARRAY['Go', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'Visualization', 'Dashboarding', 'Cloud monitoring'],
    ARRAY['Good UI', 'Extensible', 'Cloud-based', 'Comprehensive'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Limited features'],
    'Apache 2.0',
    ARRAY['Performance Monitoring', 'Visualization', 'Dashboarding', 'Cloud Monitoring', 'Enterprise Applications']),
('Jaeger', 'monitoring', ARRAY['Go', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'Distributed tracing', 'Cloud monitoring', 'Microservices'],
    ARRAY['Open source', 'Distributed tracing', 'Good integration', 'Cloud-based'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Limited UI'],
    'Apache 2.0',
    ARRAY['Performance Monitoring', 'Distributed Tracing', 'Cloud Monitoring', 'Microservices', 'Enterprise Applications']),
('Zipkin', 'monitoring', ARRAY['Java', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'Distributed tracing', 'Cloud monitoring', 'Microservices'],
    ARRAY['Open source', 'Simple', 'Good integration', 'Cloud-based'],
    ARRAY['Limited features', 'Basic UI', 'Learning curve', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Performance Monitoring', 'Distributed Tracing', 'Cloud Monitoring', 'Microservices', 'Enterprise Applications']),
('Elastic APM', 'monitoring', ARRAY['Java', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'APM', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Comprehensive', 'Good integration', 'Cloud-based', 'Real-time'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Cost'],
    'Elastic License',
    ARRAY['Performance Monitoring', 'APM', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('Sentry', 'monitoring', ARRAY['JavaScript', 'Python', 'Ruby'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Error monitoring', 'Performance monitoring', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Good UI', 'Real-time', 'Multi-language', 'Cloud-based'],
    ARRAY['Cost', 'Limited features', 'Internet dependency', 'Learning curve'],
    'BSL-1.0',
    ARRAY['Error Monitoring', 'Performance Monitoring', 'Application Monitoring', 'Cloud Monitoring', 'Multi-language Apps']),
   
('Munin', 'monitoring', ARRAY['Perl', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'System monitoring', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Open source', 'Simple', 'Reliable', 'Good plugins'],
    ARRAY['Perl dependency', 'Limited UI', 'Learning curve', 'Resource intensive'],
    'GPL-2.0',
    ARRAY['Performance Monitoring', 'System Monitoring', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('Collectd', 'monitoring', ARRAY['C', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'System monitoring', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Open source', 'Lightweight', 'Reliable', 'Good plugins'],
    ARRAY['C dependency', 'Limited UI', 'Learning curve', 'Complex setup'],
    'GPL-2.0',
    ARRAY['Performance Monitoring', 'System Monitoring', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('Telegraf', 'monitoring', ARRAY['Go', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'System monitoring', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Open source', 'Lightweight', 'Reliable', 'Good plugins'],
    ARRAY['Go dependency', 'Limited UI', 'Learning curve', 'Complex setup'],
    'MIT',
    ARRAY['Performance Monitoring', 'System Monitoring', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('InfluxDB', 'monitoring', ARRAY['Go', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'Time series', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Open source', 'Fast', 'Reliable', 'Good ecosystem'],
    ARRAY['Go dependency', 'Limited UI', 'Learning curve', 'Complex setup'],
    'MIT',
    ARRAY['Performance Monitoring', 'Time Series', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('VictoriaMetrics', 'monitoring', ARRAY['Go', 'Cloud', 'Monitoring'], 'full', true,
    ARRAY['All browsers'], false, true, true,
    ARRAY['Performance monitoring', 'Time series', 'Application monitoring', 'Cloud monitoring'],
    ARRAY['Open source', 'Fast', 'Reliable', 'Good ecosystem'],
    ARRAY['Go dependency', 'Limited UI', 'Learning curve', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Performance Monitoring', 'Time Series', 'Application Monitoring', 'Cloud Monitoring', 'Enterprise Applications']),
('Cypress Dashboard', 'e2e', ARRAY['JavaScript', 'TypeScript', 'React'], 'full', true,
    ARRAY['Chrome', 'Firefox', 'Edge'], false, true, false,
    ARRAY['End-to-end testing', 'Test management', 'Visual testing', 'Test reporting'],
    ARRAY['Good UI', 'Real-time', 'Cloud-based', 'Comprehensive'],
    ARRAY['Cost', 'Limited features', 'Internet dependency', 'Learning curve'],
    'Cypress',
    ARRAY['End-to-end Testing', 'Test Management', 'Visual Testing', 'Test Reporting', 'Cloud Testing']),
('BrowserStack', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'BrowserStack',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('Sauce Labs', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Sauce Labs',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('LambdaTest', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'LambdaTest',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('CrossBrowserTesting', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'CrossBrowserTesting',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('TestingBot', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'TestingBot',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('Perfecto', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Perfecto',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('Kobiton', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Kobiton',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('Experitest', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Experitest',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('HeadSpin', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Comprehensive', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'HeadSpin',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Enterprise Applications']),
('AWS Device Farm', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['AWS integration', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'AWS dependency', 'Limited control', 'Learning curve'],
    'AWS',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'AWS Applications']),
('Firebase Test Lab', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Firebase integration', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Firebase dependency', 'Limited control', 'Learning curve'],
    'Firebase',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Firebase Applications']),
('Google Cloud Testing', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Google Cloud integration', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Google Cloud dependency', 'Limited control', 'Learning curve'],
    'Google Cloud',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Google Cloud Applications']),
('Azure DevTest Labs', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Cross-browser testing', 'Mobile testing', 'Real device testing', 'Cloud testing'],
    ARRAY['Azure integration', 'Good UI', 'Cloud-based', 'Real devices'],
    ARRAY['Cost', 'Azure dependency', 'Limited control', 'Learning curve'],
    'Azure',
    ARRAY['Cross-browser Testing', 'Mobile Testing', 'Real Device Testing', 'Cloud Testing', 'Azure Applications']),
('Tricentis Tosca', 'e2e', ARRAY['Java', 'C#', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Comprehensive', 'Good UI', 'Model-based', 'Enterprise features'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'Tricentis',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'Enterprise Applications']),
    
('Micro Focus UFT', 'e2e', ARRAY['Java', 'C#', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Comprehensive', 'Good UI', 'Enterprise features', 'Reliable'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'Micro Focus',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'Enterprise Applications']),
('IBM Rational Functional Tester', 'e2e', ARRAY['Java', 'C#', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Comprehensive', 'Good UI', 'Enterprise features', 'Reliable'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'IBM',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'Enterprise Applications']),
('HP QuickTest Professional', 'e2e', ARRAY['Java', 'C#', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Comprehensive', 'Good UI', 'Enterprise features', 'Reliable'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'HP',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'Enterprise Applications']),
('TestComplete', 'e2e', ARRAY['Java', 'C#', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Comprehensive', 'Good UI', 'Enterprise features', 'Reliable'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'SmartBear',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'Enterprise Applications']),
('Ranorex', 'e2e', ARRAY['Java', 'C#', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Comprehensive', 'Good UI', 'Enterprise features', 'Reliable'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'Ranorex',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'Enterprise Applications']),
('Leapwork', 'e2e', ARRAY['Java', 'C#', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Comprehensive', 'Good UI', 'Enterprise features', 'Reliable'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'Leapwork',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'Enterprise Applications']),
('Autify', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['AI-powered', 'Good UI', 'Cloud-based', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Autify',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'AI Applications']),
('Mabl', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['AI-powered', 'Good UI', 'Cloud-based', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Mabl',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'AI Applications']),
('Functionize', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['AI-powered', 'Good UI', 'Cloud-based', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Functionize',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'AI Applications']),
('Testim', 'e2e', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['End-to-end testing', 'Test automation', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['AI-powered', 'Good UI', 'Cloud-based', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Testim',
    ARRAY['End-to-end Testing', 'Test Automation', 'Cross-browser Testing', 'Mobile Testing', 'AI Applications']),
('Applitools', 'visual', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Visual testing', 'UI testing', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['AI-powered', 'Good UI', 'Cloud-based', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Applitools',
    ARRAY['Visual Testing', 'UI Testing', 'Cross-browser Testing', 'Mobile Testing', 'AI Applications']),
('Percy', 'visual', ARRAY['JavaScript', 'Java', 'Python'], 'full', true,
    ARRAY['All browsers'], true, true, false,
    ARRAY['Visual testing', 'UI testing', 'Cross-browser testing', 'Mobile testing'],
    ARRAY['Good UI', 'Cloud-based', 'Easy integration', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Percy',
    ARRAY['Visual Testing', 'UI Testing', 'Cross-browser Testing', 'Mobile Testing', 'Cloud Applications']),
('BackstopJS', 'visual', ARRAY['JavaScript', 'Node.js'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Visual testing', 'UI testing', 'Regression testing', 'Screenshot testing'],
    ARRAY['Open source', 'Configurable', 'Good integration', 'Reliable'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Limited UI'],
    'MIT',
    ARRAY['Visual Testing', 'UI Testing', 'Regression Testing', 'Screenshot Testing', 'JavaScript Applications']),
('Wraith', 'visual', ARRAY['Ruby', 'Cloud'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Visual testing', 'UI testing', 'Regression testing', 'Screenshot testing'],
    ARRAY['Open source', 'Simple', 'Configurable', 'Reliable'],
    ARRAY['Ruby dependency', 'Limited features', 'Learning curve', 'Resource intensive'],
    'MIT',
    ARRAY['Visual Testing', 'UI Testing', 'Regression Testing', 'Screenshot Testing', 'Ruby Applications']),
('Galen', 'visual', ARRAY['Java', 'JavaScript'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Visual testing', 'UI testing', 'Layout testing', 'Regression testing'],
    ARRAY['Open source', 'Layout testing', 'Good syntax', 'Reliable'],
    ARRAY['Java dependency', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Visual Testing', 'UI Testing', 'Layout Testing', 'Regression Testing', 'Java Applications']),
('Spectre', 'visual', ARRAY['JavaScript', 'Node.js'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Visual testing', 'UI testing', 'Regression testing', 'Screenshot testing'],
    ARRAY['Open source', 'Simple', 'Configurable', 'Reliable'],
    ARRAY['Limited features', 'Learning curve', 'Resource intensive', 'Limited UI'],
    'MIT',
    ARRAY['Visual Testing', 'UI Testing', 'Regression Testing', 'Screenshot Testing', 'JavaScript Applications']),
('Happo', 'visual', ARRAY['JavaScript', 'Node.js'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Visual testing', 'UI testing', 'Regression testing', 'Screenshot testing'],
    ARRAY['Good UI', 'Cloud-based', 'Easy integration', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Happo',
    ARRAY['Visual Testing', 'UI Testing', 'Regression Testing', 'Screenshot Testing', 'Cloud Applications']),
('Chromatic', 'visual', ARRAY['JavaScript', 'React', 'Vue'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Visual testing', 'UI testing', 'Regression testing', 'Screenshot testing'],
    ARRAY['Good UI', 'Cloud-based', 'Easy integration', 'Comprehensive'],
    ARRAY['Cost', 'Internet dependency', 'Limited control', 'Learning curve'],
    'Chromatic',
    ARRAY['Visual Testing', 'UI Testing', 'Regression Testing', 'Screenshot Testing', 'Cloud Applications']),
    
('Storybook', 'visual', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Visual testing', 'UI testing', 'Component testing', 'Documentation'],
    ARRAY['Good UI', 'Component-based', 'Documentation', 'Comprehensive'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Limited features'],
    'MIT',
    ARRAY['Visual Testing', 'UI Testing', 'Component Testing', 'Documentation', 'JavaScript Applications']),
('React Testing Library', 'unit', ARRAY['JavaScript', 'React', 'TypeScript'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'React testing'],
    ARRAY['React native', 'Good practices', 'Simple API', 'Reliable'],
    ARRAY['React only', 'Limited features', 'Learning curve', 'Setup complexity'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'React Testing', 'JavaScript Applications']),
('Vue Test Utils', 'unit', ARRAY['JavaScript', 'Vue', 'TypeScript'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Vue testing'],
    ARRAY['Vue native', 'Good practices', 'Simple API', 'Reliable'],
    ARRAY['Vue only', 'Limited features', 'Learning curve', 'Setup complexity'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Vue Testing', 'JavaScript Applications']),
('Angular Testing', 'unit', ARRAY['JavaScript', 'Angular', 'TypeScript'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Angular testing'],
    ARRAY['Angular native', 'Good practices', 'Simple API', 'Reliable'],
    ARRAY['Angular only', 'Limited features', 'Learning curve', 'Setup complexity'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Angular Testing', 'JavaScript Applications']),
('Svelte Testing', 'unit', ARRAY['JavaScript', 'Svelte', 'TypeScript'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Svelte testing'],
    ARRAY['Svelte native', 'Good practices', 'Simple API', 'Reliable'],
    ARRAY['Svelte only', 'Limited features', 'Learning curve', 'Setup complexity'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Svelte Testing', 'JavaScript Applications']),
('Enzyme', 'unit', ARRAY['JavaScript', 'React', 'TypeScript'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'React testing'],
    ARRAY['React native', 'Good API', 'Comprehensive', 'Reliable'],
    ARRAY['React only', 'Limited features', 'Learning curve', 'Setup complexity'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'React Testing', 'JavaScript Applications']),
('Testing Library', 'unit', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Framework testing'],
    ARRAY['Multi-framework', 'Good practices', 'Simple API', 'Reliable'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Resource intensive'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Framework Testing', 'JavaScript Applications']),
('Cypress Component Testing', 'unit', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Framework testing'],
    ARRAY['Multi-framework', 'Good UI', 'Real-time', 'Comprehensive'],
    ARRAY['Cost', 'Limited features', 'Learning curve', 'Setup complexity'],
    'Cypress',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Framework Testing', 'JavaScript Applications']),
('Playwright Component Testing', 'unit', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Framework testing'],
    ARRAY['Multi-framework', 'Fast execution', 'Good API', 'Comprehensive'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Framework Testing', 'JavaScript Applications']),
('TestCafe Component Testing', 'unit', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Framework testing'],
    ARRAY['Multi-framework', 'No WebDriver', 'Good API', 'Comprehensive'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Resource intensive'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Framework Testing', 'JavaScript Applications']),
('WebdriverIO Component Testing', 'unit', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Framework testing'],
    ARRAY['Multi-framework', 'WebDriver standard', 'Good API', 'Comprehensive'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Resource intensive'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Framework Testing', 'JavaScript Applications']),
('Nightwatch Component Testing', 'unit', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Framework testing'],
    ARRAY['Multi-framework', 'Selenium-based', 'Good API', 'Comprehensive'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Resource intensive'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Framework Testing', 'JavaScript Applications']),
('Puppeteer Component Testing', 'unit', ARRAY['JavaScript', 'React', 'Vue', 'Angular'], 'full', true,
    ARRAY['All browsers'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Framework testing'],
    ARRAY['Multi-framework', 'Headless Chrome', 'Good API', 'Comprehensive'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Framework Testing', 'JavaScript Applications']),
('Detox Component Testing', 'unit', ARRAY['JavaScript', 'React Native', 'TypeScript'], 'full', true,
    ARRAY['Mobile'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'React Native testing'],
    ARRAY['React Native native', 'Gray box testing', 'Good API', 'Comprehensive'],
    ARRAY['React Native only', 'Limited features', 'Learning curve', 'Setup complexity'],
    'MIT',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'React Native Testing', 'Mobile Applications']),
('Appium Component Testing', 'unit', ARRAY['JavaScript', 'Java', 'Python', 'C#'], 'full', true,
    ARRAY['Mobile'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Mobile testing'],
    ARRAY['Multi-platform', 'Multi-language', 'Good API', 'Comprehensive'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Mobile Testing', 'Mobile Applications']),
('XCUITest Component Testing', 'unit', ARRAY['Swift', 'Objective-C'], 'full', true,
    ARRAY['iOS'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'iOS testing'],
    ARRAY['Apple native', 'Good integration', 'Fast execution', 'Reliable'],
    ARRAY['iOS only', 'Apple only', 'Limited features', 'Learning curve'],
    'Apple',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'iOS Testing', 'Apple Applications']),
('Espresso Component Testing', 'unit', ARRAY['Java', 'Kotlin'], 'full', true,
    ARRAY['Android'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Component testing', 'Android testing'],
    ARRAY['Google native', 'Good integration', 'Fast execution', 'Reliable'],
    ARRAY['Android only', 'Google only', 'Limited features', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Unit Testing', 'Integration Testing', 'Component Testing', 'Android Testing', 'Google Applications']),
('JUnit 5', 'unit', ARRAY['Java', 'Spring', 'Android'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'Regression testing', 'Java testing'],
    ARRAY['Java standard', 'Modern features', 'Good ecosystem', 'Framework integration'],
    ARRAY['Java only', 'Basic features', 'Setup complexity', 'Learning curve'],
    'Eclipse Public License',
    ARRAY['Unit Testing', 'Integration Testing', 'Regression Testing', 'Java Testing', 'Java Applications']),
('Spock', 'unit', ARRAY['Java', 'Groovy', 'Spring'], 'full', true,
    ARRAY['Java'], false, false, false,
    ARRAY['Unit testing', 'Integration testing', 'BDD testing', 'Data-driven testing'],
    ARRAY['Groovy syntax', 'Readable', 'Good features', 'Spring integration'],
    ARRAY['Java only', 'Groovy dependency', 'Learning curve', 'Setup complexity'],
    'Apache 2.0',
    ARRAY['Unit Testing', 'Integration Testing', 'BDD Testing', 'Data-driven Testing', 'Java Applications']);
    
    INSERT INTO mobile_technologies (
    name, platform_support, development_approach, language_base, performance_rating, 
    learning_curve, ui_native_feel, code_sharing_percentage, primary_use_cases, 
    strengths, weaknesses, license_type, domain
) VALUES
('React Native', ARRAY['ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 90,
    ARRAY['Cross-platform mobile apps', 'Rapid prototyping', 'Code sharing with web', 'MVP development'],
    ARRAY['Code reusability', 'Fast development', 'Large community', 'Hot reloading', 'Native module access'],
    ARRAY['Performance limitations', 'Platform-specific bugs', 'Bridge overhead', 'Frequent updates'],
    'MIT',
    ARRAY['E-commerce', 'Social Media', 'Startups', 'Prototyping', 'Cross-platform Apps']),
('Flutter', ARRAY['ios', 'android', 'web', 'desktop'], 'cross-platform', 'dart', 90, 'medium', 88, 95,
    ARRAY['Cross-platform apps', 'High-performance mobile apps', 'Custom UI designs', 'Enterprise apps'],
    ARRAY['Excellent performance', 'Single codebase', 'Custom widgets', 'Google backing', 'Fast rendering'],
    ARRAY['Large app size', 'Limited third-party libraries', 'Dart learning curve', 'Newer ecosystem'],
    'BSD',
    ARRAY['Enterprise Apps', 'Gaming', 'E-commerce', 'Custom UI Apps', 'Cross-platform Apps']),
('Ionic', ARRAY['ios', 'android', 'web'], 'hybrid', 'typescript', 75, 'easy', 70, 85,
    ARRAY['Hybrid mobile apps', 'Progressive web apps', 'Rapid prototyping', 'Web-based mobile apps'],
    ARRAY['Web technologies', 'Fast development', 'Single codebase', 'Large plugin ecosystem', 'Easy learning'],
    ARRAY['Performance limitations', 'WebView dependency', 'Less native feel', 'Battery usage'],
    'MIT',
    ARRAY['Prototyping', 'Small Business Apps', 'Progressive Web Apps', 'Startups', 'Content Management']),
('Swift (iOS)', ARRAY['ios'], 'native', 'swift', 98, 'medium', 100, 0,
    ARRAY['iOS native apps', 'High-performance apps', 'Apple ecosystem integration', 'Complex mobile apps'],
    ARRAY['Best iOS performance', 'Full platform access', 'Latest iOS features', 'Apple support', 'Excellent tooling'],
    ARRAY['iOS only', 'Requires Mac', 'Separate Android development', 'Higher development cost'],
    'Apache 2.0',
    ARRAY['Enterprise Apps', 'Gaming', 'Financial Services', 'Healthcare', 'iOS Native Apps']),
('Kotlin (Android)', ARRAY['android'], 'native', 'kotlin', 98, 'medium', 100, 0,
    ARRAY['Android native apps', 'High-performance apps', 'Google services integration', 'Complex mobile apps'],
    ARRAY['Best Android performance', 'Full platform access', 'Google backing', 'Java interoperability', 'Modern language'],
    ARRAY['Android only', 'Separate iOS development', 'Higher development cost', 'Platform fragmentation'],
    'Apache 2.0',
    ARRAY['Enterprise Apps', 'Gaming', 'E-commerce', 'Android Native Apps', 'Financial Services']),
('Xamarin', ARRAY['ios', 'android'], 'cross-platform', 'csharp', 85, 'medium', 85, 95,
    ARRAY['Cross-platform apps', 'Enterprise mobile apps', 'Windows integration', 'Business apps'],
    ARRAY['Microsoft backing', 'Native performance', 'C# ecosystem', 'Visual Studio integration', 'Full API access'],
    ARRAY['Microsoft dependency', 'Larger app size', 'Complex setup', 'Limited community'],
    'MIT',
    ARRAY['Enterprise Apps', 'Business Apps', 'Windows Integration', 'Cross-platform Apps', 'Financial Services']),
('Unity', ARRAY['ios', 'android', 'web', 'desktop'], 'cross-platform', 'csharp', 88, 'hard', 90, 85,
    ARRAY['Mobile games', 'AR/VR apps', '3D applications', 'Interactive experiences'],
    ARRAY['Excellent graphics', 'Cross-platform', 'Large asset store', 'Professional tools', 'Multi-platform'],
    ARRAY['Large app size', 'Complex learning', 'Resource intensive', 'Cost for commercial use'],
    'Unity',
    ARRAY['Gaming', 'AR/VR', '3D Applications', 'Interactive Experiences', 'Entertainment']),
('Unreal Engine', ARRAY['ios', 'android', 'web', 'desktop'], 'cross-platform', 'c++', 95, 'hard', 95, 80,
    ARRAY['High-end games', 'AR/VR apps', '3D applications', 'Cinematic experiences'],
    ARRAY['Best graphics', 'Professional tools', 'Blueprint visual scripting', 'High performance', 'Multi-platform'],
    ARRAY['Very large app size', 'Steep learning curve', 'Resource intensive', 'High cost'],
    'Unreal',
    ARRAY['AAA Gaming', 'AR/VR', '3D Applications', 'Cinematic Experiences', 'Entertainment']),
('NativeScript', ARRAY['ios', 'android'], 'cross-platform', 'javascript', 80, 'medium', 85, 90,
    ARRAY['Cross-platform apps', 'JavaScript-based apps', 'Native performance', 'Web developer transition'],
    ARRAY['Direct native access', 'JavaScript/TypeScript', 'No WebView', 'Angular support', 'Fast development'],
    ARRAY['Smaller community', 'Limited plugins', 'Debugging complexity', 'Platform-specific issues'],
    'Apache 2.0',
    ARRAY['Cross-platform Apps', 'JavaScript Apps', 'Enterprise Apps', 'Startups', 'Web Developer Transition']),
('PWA', ARRAY['ios', 'android', 'web'], 'hybrid', 'javascript', 70, 'easy', 60, 95,
    ARRAY['Progressive web apps', 'Web-based mobile apps', 'Offline functionality', 'Cross-platform web apps'],
    ARRAY['No app store', 'Instant updates', 'Web technologies', 'Low cost', 'Cross-platform'],
    ARRAY['Limited native features', 'Browser dependency', 'Performance limitations', 'Platform restrictions'],
    'Open Web',
    ARRAY['Web Apps', 'Progressive Web Apps', 'Startups', 'Content Management', 'E-commerce']),
('Capacitor', ARRAY['ios', 'android', 'web'], 'hybrid', 'typescript', 78, 'easy', 75, 88,
    ARRAY['Hybrid mobile apps', 'Progressive web apps', 'Web-to-native apps', 'Cross-platform development'],
    ARRAY['Modern web technologies', 'Native plugins', 'Easy deployment', 'Good documentation', 'Ionic integration'],
    ARRAY['WebView dependency', 'Performance limitations', 'Limited native features', 'Battery usage'],
    'MIT',
    ARRAY['Hybrid Apps', 'Progressive Web Apps', 'Startups', 'Content Management', 'Cross-platform Apps']),
('PhoneGap', ARRAY['ios', 'android', 'web'], 'hybrid', 'javascript', 72, 'easy', 65, 80,
    ARRAY['Hybrid mobile apps', 'Web-based mobile apps', 'Rapid prototyping', 'Cross-platform web apps'],
    ARRAY['Web technologies', 'Easy learning', 'Cross-platform', 'Adobe backing', 'Plugin ecosystem'],
    ARRAY['Performance limitations', 'WebView dependency', 'Less native feel', 'Aging technology'],
    'Apache 2.0',
    ARRAY['Hybrid Apps', 'Prototyping', 'Startups', 'Content Management', 'Cross-platform Apps']),
('Cordova', ARRAY['ios', 'android', 'web'], 'hybrid', 'javascript', 72, 'easy', 65, 80,
    ARRAY['Hybrid mobile apps', 'Web-based mobile apps', 'Rapid prototyping', 'Cross-platform web apps'],
    ARRAY['Open source', 'Web technologies', 'Plugin ecosystem', 'Cross-platform', 'Easy deployment'],
    ARRAY['Performance limitations', 'WebView dependency', 'Less native feel', 'Limited native features'],
    'Apache 2.0',
    ARRAY['Hybrid Apps', 'Prototyping', 'Startups', 'Content Management', 'Cross-platform Apps']),
('Expo', ARRAY['ios', 'android'], 'cross-platform', 'javascript', 82, 'easy', 78, 92,
    ARRAY['React Native apps', 'Rapid development', 'Simplified deployment', 'Beginner-friendly apps'],
    ARRAY['Easy setup', 'Managed workflow', 'Good documentation', 'Built-in services', 'Fast development'],
    ARRAY['Limited native modules', 'Expo dependency', 'Performance overhead', 'Less flexibility'],
    'MIT',
    ARRAY['React Native Apps', 'Startups', 'Prototyping', 'Beginner Projects', 'Cross-platform Apps']),
('React Native for Web', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 80, 'medium', 75, 95,
    ARRAY['Web apps', 'Cross-platform apps', 'Code sharing', 'React-based applications'],
    ARRAY['Code reusability', 'React ecosystem', 'Cross-platform', 'Single codebase', 'Fast development'],
    ARRAY['Web limitations', 'Platform differences', 'Complex setup', 'Limited web features'],
    'MIT',
    ARRAY['Web Apps', 'Cross-platform Apps', 'React Apps', 'Code Sharing', 'Enterprise Apps']),
('Maui', ARRAY['ios', 'android', 'windows'], 'cross-platform', 'csharp', 87, 'medium', 88, 95,
    ARRAY['Cross-platform apps', 'Enterprise mobile apps', 'Windows integration', 'Business apps'],
    ARRAY['Microsoft backing', 'Modern .NET', 'Single project', 'Hot reload', 'Full API access'],
    ARRAY['Microsoft dependency', 'New technology', 'Limited community', 'Complex setup'],
    'MIT',
    ARRAY['Enterprise Apps', 'Business Apps', 'Windows Integration', 'Cross-platform Apps', 'Financial Services']),
('Jetpack Compose', ARRAY['android'], 'native', 'kotlin', 96, 'medium', 100, 0,
    ARRAY['Android native apps', 'Modern UI development', 'Declarative UI', 'Android apps'],
    ARRAY['Google backing', 'Modern approach', 'Kotlin native', 'Excellent tooling', 'Fast development'],
    ARRAY['Android only', 'New technology', 'Learning curve', 'Limited documentation'],
    'Apache 2.0',
    ARRAY['Android Native Apps', 'Modern UI Apps', 'Enterprise Apps', 'Gaming', 'Google Applications']),
('SwiftUI', ARRAY['ios', 'macos'], 'native', 'swift', 96, 'medium', 100, 85,
    ARRAY['iOS native apps', 'macOS apps', 'Declarative UI', 'Apple ecosystem apps'],
    ARRAY['Apple backing', 'Modern approach', 'Swift native', 'Excellent tooling', 'Fast development'],
    ARRAY['Apple only', 'New technology', 'Learning curve', 'Limited to Apple platforms'],
    'Apache 2.0',
    ARRAY['iOS Native Apps', 'macOS Apps', 'Apple Ecosystem', 'Enterprise Apps', 'Apple Applications']),
('Objective-C (iOS)', ARRAY['ios'], 'native', 'objective-c', 95, 'hard', 100, 0,
    ARRAY['Legacy iOS apps', 'iOS native apps', 'Apple ecosystem integration', 'Complex mobile apps'],
    ARRAY['Mature technology', 'Full platform access', 'Apple support', 'Excellent performance', 'Legacy support'],
    ARRAY['Outdated syntax', 'Steep learning curve', 'iOS only', 'Complex memory management'],
    'Apple',
    ARRAY['Legacy Apps', 'iOS Native Apps', 'Enterprise Apps', 'Financial Services', 'Apple Applications']),
  
('Java (Android)', ARRAY['android'], 'native', 'java', 95, 'medium', 100, 0,
    ARRAY['Android native apps', 'Legacy Android apps', 'Enterprise mobile apps', 'Complex mobile apps'],
    ARRAY['Mature technology', 'Large ecosystem', 'Full platform access', 'Google support', 'Excellent tooling'],
    ARRAY['Verbose syntax', 'Legacy code', 'Android only', 'Memory management'],
    'GPL-2.0',
    ARRAY['Legacy Apps', 'Android Native Apps', 'Enterprise Apps', 'Financial Services', 'Google Applications']),
('Kotlin Multiplatform', ARRAY['ios', 'android', 'web', 'desktop'], 'cross-platform', 'kotlin', 88, 'hard', 90, 80,
    ARRAY['Cross-platform apps', 'Shared business logic', 'Multi-platform apps', 'Enterprise apps'],
    ARRAY['Code sharing', 'Kotlin benefits', 'Multi-platform', 'Modern language', 'Google backing'],
    ARRAY['Complex setup', 'Learning curve', 'Limited UI sharing', 'Platform-specific code'],
    'Apache 2.0',
    ARRAY['Cross-platform Apps', 'Enterprise Apps', 'Multi-platform Apps', 'Business Logic', 'Financial Services']),
('Flutter for Web', ARRAY['web', 'ios', 'android'], 'cross-platform', 'dart', 85, 'medium', 80, 95,
    ARRAY['Web apps', 'Cross-platform apps', 'Flutter-based web apps', 'Single codebase apps'],
    ARRAY['Single codebase', 'Flutter ecosystem', 'Good performance', 'Modern web', 'Google backing'],
    ARRAY['Web limitations', 'Large bundle size', 'Limited web features', 'SEO challenges'],
    'BSD',
    ARRAY['Web Apps', 'Cross-platform Apps', 'Flutter Apps', 'Single Codebase', 'Enterprise Apps']),
('React Native for Desktop', ARRAY['windows', 'macos', 'linux'], 'cross-platform', 'javascript', 80, 'medium', 85, 90,
    ARRAY['Desktop apps', 'Cross-platform desktop', 'React-based desktop', 'Enterprise desktop apps'],
    ARRAY['Code reusability', 'React ecosystem', 'Cross-platform', 'Single codebase', 'Fast development'],
    ARRAY['Desktop limitations', 'Platform differences', 'Complex setup', 'Limited desktop features'],
    'MIT',
    ARRAY['Desktop Apps', 'Cross-platform Apps', 'React Apps', 'Enterprise Apps', 'Business Applications']),
('Electron', ARRAY['windows', 'macos', 'linux'], 'cross-platform', 'javascript', 75, 'easy', 70, 95,
    ARRAY['Desktop apps', 'Cross-platform desktop', 'Web-based desktop', 'Enterprise desktop apps'],
    ARRAY['Web technologies', 'Easy development', 'Cross-platform', 'Large ecosystem', 'Fast deployment'],
    ARRAY['Resource intensive', 'Large app size', 'Performance limitations', 'Memory usage'],
    'MIT',
    ARRAY['Desktop Apps', 'Cross-platform Apps', 'Web Apps', 'Enterprise Apps', 'Business Applications']),
('Tauri', ARRAY['windows', 'macos', 'linux'], 'cross-platform', 'rust', 85, 'medium', 80, 90,
    ARRAY['Desktop apps', 'Cross-platform desktop', 'Lightweight desktop', 'Enterprise desktop apps'],
    ARRAY['Lightweight', 'Fast performance', 'Rust benefits', 'Small app size', 'Modern approach'],
    ARRAY['Rust learning curve', 'Limited ecosystem', 'New technology', 'Complex setup'],
    'MIT',
    ARRAY['Desktop Apps', 'Cross-platform Apps', 'Lightweight Apps', 'Enterprise Apps', 'Business Applications']),
('Qt', ARRAY['windows', 'macos', 'linux', 'ios', 'android'], 'cross-platform', 'cpp', 90, 'hard', 95, 85,
    ARRAY['Cross-platform apps', 'Desktop apps', 'Mobile apps', 'Enterprise apps', 'Embedded systems'],
    ARRAY['Excellent performance', 'Cross-platform', 'Mature technology', 'Professional tools', 'Multi-platform'],
    ARRAY['Steep learning curve', 'Complex setup', 'High cost', 'Resource intensive'],
    'LGPL',
    ARRAY['Cross-platform Apps', 'Desktop Apps', 'Mobile Apps', 'Enterprise Apps', 'Embedded Systems']),
('Godot', ARRAY['windows', 'macos', 'linux', 'ios', 'android', 'web'], 'cross-platform', 'gdscript', 85, 'medium', 90, 90,
    ARRAY['Mobile games', 'Desktop games', 'Web games', '2D/3D games', 'Indie games'],
    ARRAY['Open source', 'Lightweight', 'Fast development', 'Good 2D support', 'Multi-platform'],
    ARRAY['Limited 3D features', 'Smaller ecosystem', 'Newer technology', 'Learning curve'],
    'MIT',
    ARRAY['Gaming', '2D Games', '3D Games', 'Indie Games', 'Cross-platform Games']),
('Defold', ARRAY['ios', 'android', 'web', 'desktop'], 'cross-platform', 'lua', 85, 'medium', 88, 90,
    ARRAY['Mobile games', 'Desktop games', 'Web games', '2D games', 'Indie games'],
    ARRAY['Open source', 'Fast performance', 'Good 2D support', 'Multi-platform', 'King backing'],
    ARRAY['Lua dependency', 'Limited 3D features', 'Smaller ecosystem', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Gaming', '2D Games', 'Mobile Games', 'Indie Games', 'Cross-platform Games']),
('Cocos2d-x', ARRAY['ios', 'android', 'windows', 'macos', 'linux'], 'cross-platform', 'cpp', 85, 'hard', 90, 85,
    ARRAY['Mobile games', 'Desktop games', '2D games', 'Cross-platform games', 'Indie games'],
    ARRAY['Open source', 'Excellent 2D support', 'Fast performance', 'Multi-platform', 'Mature technology'],
    ARRAY['C++ complexity', 'Limited 3D features', 'Steep learning curve', 'Resource intensive'],
    'MIT',
    ARRAY['Gaming', '2D Games', 'Mobile Games', 'Cross-platform Games', 'Indie Games']),
('LibGDX', ARRAY['ios', 'android', 'windows', 'macos', 'linux'], 'cross-platform', 'java', 85, 'medium', 88, 90,
    ARRAY['Mobile games', 'Desktop games', '2D/3D games', 'Cross-platform games', 'Indie games'],
    ARRAY['Open source', 'Java ecosystem', 'Multi-platform', 'Good performance', 'Mature technology'],
    ARRAY['Java dependency', 'Limited high-end graphics', 'Learning curve', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Gaming', '2D Games', '3D Games', 'Mobile Games', 'Cross-platform Games']),
('Phaser', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 80, 'easy', 75, 95,
    ARRAY['Web games', 'Mobile games', '2D games', 'HTML5 games', 'Browser games'],
    ARRAY['Web technologies', 'Easy learning', 'Fast development', 'Large ecosystem', 'Cross-platform'],
    ARRAY['Web limitations', 'Performance limitations', 'Browser dependency', 'Limited 3D'],
    'MIT',
    ARRAY['Web Games', '2D Games', 'HTML5 Games', 'Browser Games', 'Mobile Games']),
('Three.js', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web 3D graphics', '3D games', 'WebGL applications', 'Interactive 3D', 'Browser-based 3D'],
    ARRAY['Web technologies', 'Excellent 3D support', 'Large ecosystem', 'Cross-platform', 'Fast development'],
    ARRAY['Web limitations', 'Performance limitations', 'Browser dependency', 'Complex learning'],
    'MIT',
    ARRAY['3D Graphics', 'Web Games', 'WebGL Apps', 'Interactive 3D', 'Browser Applications']),
('Babylon.js', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['Web 3D graphics', '3D games', 'WebGL applications', 'Interactive 3D', 'Browser-based 3D'],
    ARRAY['Web technologies', 'Excellent 3D support', 'Microsoft backing', 'Cross-platform', 'Professional tools'],
    ARRAY['Web limitations', 'Performance limitations', 'Browser dependency', 'Complex learning'],
    'Apache 2.0',
    ARRAY['3D Graphics', 'Web Games', 'WebGL Apps', 'Interactive 3D', 'Browser Applications']),
('A-Frame', ARRAY['web', 'ios', 'android', 'vr'], 'cross-platform', 'javascript', 80, 'easy', 75, 95,
    ARRAY['Web VR', 'AR applications', '3D web experiences', 'Interactive 3D', 'Browser-based VR'],
    ARRAY['Web technologies', 'Easy VR development', 'Cross-platform', 'HTML-based', 'Fast development'],
    ARRAY['Web limitations', 'Performance limitations', 'Browser dependency', 'Limited features'],
    'MIT',
    ARRAY['VR Applications', 'AR Applications', '3D Web', 'Interactive 3D', 'Browser Applications']),
('ARKit', ARRAY['ios'], 'native', 'swift', 95, 'hard', 100, 0,
    ARRAY['iOS AR apps', 'Augmented reality', '3D applications', 'Interactive experiences'],
    ARRAY['Apple backing', 'Excellent performance', 'Full iOS integration', 'Professional tools', 'Latest AR features'],
    ARRAY['iOS only', 'Requires newer devices', 'Complex development', 'Limited to Apple ecosystem'],
    'Apple',
    ARRAY['AR Applications', 'iOS Apps', '3D Applications', 'Interactive Experiences', 'Apple Applications']),
('ARCore', ARRAY['android'], 'native', 'java', 95, 'hard', 100, 0,
    ARRAY['Android AR apps', 'Augmented reality', '3D applications', 'Interactive experiences'],
    ARRAY['Google backing', 'Excellent performance', 'Full Android integration', 'Professional tools', 'Latest AR features'],
    ARRAY['Android only', 'Requires newer devices', 'Complex development', 'Limited to Google ecosystem'],
    'Apache 2.0',
    ARRAY['AR Applications', 'Android Apps', '3D Applications', 'Interactive Experiences', 'Google Applications']),
('Vuforia', ARRAY['ios', 'android'], 'cross-platform', 'csharp', 90, 'hard', 95, 85,
    ARRAY['Cross-platform AR', 'Image recognition', 'Object tracking', 'Enterprise AR'],
    ARRAY['Cross-platform', 'Excellent tracking', 'Enterprise features', 'Professional tools', 'Good documentation'],
    ARRAY['High cost', 'Complex setup', 'Steep learning curve', 'Resource intensive'],
    'Vuforia',
    ARRAY['AR Applications', 'Image Recognition', 'Object Tracking', 'Enterprise AR', 'Cross-platform Apps']),
('Unity AR Foundation', ARRAY['ios', 'android'], 'cross-platform', 'csharp', 92, 'hard', 95, 90,
    ARRAY['Cross-platform AR', 'Unity-based AR', '3D AR applications', 'Interactive experiences'],
    ARRAY['Unity ecosystem', 'Cross-platform', 'Excellent tools', 'Large asset store', 'Professional features'],
    ARRAY['Unity dependency', 'Complex setup', 'Steep learning curve', 'Resource intensive'],
    'Unity',
    ARRAY['AR Applications', 'Unity Apps', '3D Applications', 'Interactive Experiences', 'Cross-platform Apps']),
   
('Unreal AR', ARRAY['ios', 'android'], 'cross-platform', 'c++', 95, 'hard', 98, 80,
    ARRAY['High-end AR', '3D AR applications', 'Cinematic AR', 'Enterprise AR'],
    ARRAY['Best graphics', 'Professional tools', 'Multi-platform', 'High performance', 'Blueprint scripting'],
    ARRAY['Very large app size', 'Steep learning curve', 'Resource intensive', 'High cost'],
    'Unreal',
    ARRAY['High-end AR', '3D Applications', 'Cinematic Experiences', 'Enterprise AR', 'Entertainment']),
('OpenCV', ARRAY['ios', 'android', 'web', 'desktop'], 'cross-platform', 'cpp', 90, 'hard', 85, 85,
    ARRAY['Computer vision', 'Image processing', 'AR applications', 'Mobile vision apps'],
    ARRAY['Open source', 'Excellent CV features', 'Multi-platform', 'Large ecosystem', 'Professional tools'],
    ARRAY['Steep learning curve', 'Complex setup', 'Resource intensive', 'C++ complexity'],
    'BSD',
    ARRAY['Computer Vision', 'Image Processing', 'AR Applications', 'Mobile Vision', 'Enterprise Apps']),
('TensorFlow Lite', ARRAY['ios', 'android', 'web'], 'cross-platform', 'python', 88, 'hard', 80, 85,
    ARRAY['Mobile ML', 'On-device AI', 'ML applications', 'Edge computing'],
    ARRAY['Google backing', 'On-device processing', 'Multi-platform', 'Large model support', 'Fast inference'],
    ARRAY['Complex setup', 'Steep learning curve', 'Resource intensive', 'Limited model size'],
    'Apache 2.0',
    ARRAY['Mobile ML', 'On-device AI', 'ML Applications', 'Edge Computing', 'AI Applications']),
('Core ML', ARRAY['ios'], 'native', 'swift', 92, 'medium', 100, 0,
    ARRAY['iOS ML apps', 'On-device AI', 'ML applications', 'Apple ecosystem AI'],
    ARRAY['Apple backing', 'Excellent performance', 'Full iOS integration', 'Easy deployment', 'Good tooling'],
    ARRAY['iOS only', 'Limited to Apple ecosystem', 'Apple dependency', 'Limited model support'],
    'Apple',
    ARRAY['iOS ML', 'On-device AI', 'ML Applications', 'Apple Ecosystem', 'AI Applications']),
('ML Kit', ARRAY['android'], 'native', 'java', 92, 'medium', 100, 0,
    ARRAY['Android ML apps', 'On-device AI', 'ML applications', 'Google ecosystem AI'],
    ARRAY['Google backing', 'Excellent performance', 'Full Android integration', 'Easy deployment', 'Good tooling'],
    ARRAY['Android only', 'Limited to Google ecosystem', 'Google dependency', 'Limited model support'],
    'Apache 2.0',
    ARRAY['Android ML', 'On-device AI', 'ML Applications', 'Google Ecosystem', 'AI Applications']),
('PyTorch Mobile', ARRAY['ios', 'android'], 'cross-platform', 'python', 85, 'hard', 80, 85,
    ARRAY['Mobile ML', 'On-device AI', 'ML applications', 'Edge computing'],
    ARRAY['Open source', 'Python ecosystem', 'Multi-platform', 'Dynamic graphs', 'Research-friendly'],
    ARRAY['Steep learning curve', 'Complex setup', 'Resource intensive', 'Python dependency'],
    'BSD',
    ARRAY['Mobile ML', 'On-device AI', 'ML Applications', 'Edge Computing', 'AI Applications']),
('Firebase ML', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 85, 'medium', 80, 90,
    ARRAY['Mobile ML', 'Cloud AI', 'ML applications', 'Firebase ecosystem'],
    ARRAY['Google backing', 'Cloud-based', 'Multi-platform', 'Easy integration', 'Good documentation'],
    ARRAY['Internet dependency', 'Google dependency', 'Limited on-device features', 'Cost for scale'],
    'Firebase',
    ARRAY['Mobile ML', 'Cloud AI', 'ML Applications', 'Firebase Ecosystem', 'AI Applications']),
('AWS Amplify', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 85, 'medium', 80, 90,
    ARRAY['Mobile apps', 'Web apps', 'Full-stack apps', 'Serverless apps'],
    ARRAY['AWS integration', 'Multi-platform', 'Full-stack features', 'Easy deployment', 'Good tooling'],
    ARRAY['AWS dependency', 'Internet dependency', 'Cost for scale', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Mobile Apps', 'Web Apps', 'Full-stack Apps', 'Serverless Apps', 'AWS Applications']),
('Azure Mobile Apps', ARRAY['ios', 'android', 'web'], 'cross-platform', 'csharp', 85, 'medium', 80, 90,
    ARRAY['Mobile apps', 'Web apps', 'Full-stack apps', 'Enterprise apps'],
    ARRAY['Azure integration', 'Multi-platform', 'Full-stack features', 'Easy deployment', 'Good tooling'],
    ARRAY['Azure dependency', 'Internet dependency', 'Cost for scale', 'Complex setup'],
    'Microsoft',
    ARRAY['Mobile Apps', 'Web Apps', 'Full-stack Apps', 'Enterprise Apps', 'Azure Applications']),
('Google Cloud Mobile', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 85, 'medium', 80, 90,
    ARRAY['Mobile apps', 'Web apps', 'Full-stack apps', 'Cloud-based apps'],
    ARRAY['Google Cloud integration', 'Multi-platform', 'Full-stack features', 'Easy deployment', 'Good tooling'],
    ARRAY['Google dependency', 'Internet dependency', 'Cost for scale', 'Complex setup'],
    'Google Cloud',
    ARRAY['Mobile Apps', 'Web Apps', 'Full-stack Apps', 'Cloud Apps', 'Google Applications']),
('Realm Database', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 90, 'easy', 85, 95,
    ARRAY['Mobile databases', 'Offline-first apps', 'Real-time sync', 'Cross-platform data'],
    ARRAY['Excellent performance', 'Cross-platform', 'Real-time sync', 'Easy integration', 'Good tooling'],
    ARRAY['Limited features', 'Learning curve', 'Setup complexity', 'Cost for enterprise'],
    'Apache 2.0',
    ARRAY['Mobile Databases', 'Offline-first Apps', 'Real-time Sync', 'Cross-platform Data', 'Enterprise Apps']),
('SQLite', ARRAY['ios', 'android', 'web', 'desktop'], 'cross-platform', 'c', 95, 'easy', 90, 100,
    ARRAY['Mobile databases', 'Embedded databases', 'Offline storage', 'Cross-platform data'],
    ARRAY['Lightweight', 'Fast performance', 'Cross-platform', 'Reliable', 'No server needed'],
    ARRAY['Limited features', 'No real-time sync', 'Basic SQL', 'Limited scalability'],
    'Public Domain',
    ARRAY['Mobile Databases', 'Embedded Databases', 'Offline Storage', 'Cross-platform Data', 'Enterprise Apps']),
('Firebase Realtime Database', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 88, 'easy', 85, 95,
    ARRAY['Real-time databases', 'Mobile apps', 'Web apps', 'Collaborative apps'],
    ARRAY['Real-time sync', 'Google backing', 'Multi-platform', 'Easy integration', 'Good documentation'],
    ARRAY['Internet dependency', 'Google dependency', 'Cost for scale', 'Limited querying'],
    'Firebase',
    ARRAY['Real-time Databases', 'Mobile Apps', 'Web Apps', 'Collaborative Apps', 'Google Applications']),
('Firestore', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 90, 'easy', 85, 95,
    ARRAY['NoSQL databases', 'Mobile apps', 'Web apps', 'Real-time apps'],
    ARRAY['Real-time sync', 'Google backing', 'Multi-platform', 'Good querying', 'Scalable'],
    ARRAY['Internet dependency', 'Google dependency', 'Cost for scale', 'Complex setup'],
    'Firebase',
    ARRAY['NoSQL Databases', 'Mobile Apps', 'Web Apps', 'Real-time Apps', 'Google Applications']),
('MongoDB Realm', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['NoSQL databases', 'Mobile apps', 'Web apps', 'Real-time apps'],
    ARRAY['Real-time sync', 'Multi-platform', 'Good querying', 'Scalable', 'Easy integration'],
    ARRAY['Internet dependency', 'Cost for scale', 'Complex setup', 'Learning curve'],
    'MongoDB',
    ARRAY['NoSQL Databases', 'Mobile Apps', 'Web Apps', 'Real-time Apps', 'Enterprise Apps']),
('Couchbase Lite', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['NoSQL databases', 'Mobile apps', 'Offline-first apps', 'Real-time sync'],
    ARRAY['Real-time sync', 'Multi-platform', 'Good performance', 'Scalable', 'Enterprise features'],
    ARRAY['Complex setup', 'Learning curve', 'Cost for enterprise', 'Limited community'],
    'Apache 2.0',
    ARRAY['NoSQL Databases', 'Mobile Apps', 'Offline-first Apps', 'Real-time Sync', 'Enterprise Apps']),
('PouchDB', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 85, 'easy', 80, 95,
    ARRAY['NoSQL databases', 'Mobile apps', 'Offline-first apps', 'Web apps'],
    ARRAY['Offline-first', 'Multi-platform', 'Easy integration', 'CouchDB sync', 'Lightweight'],
    ARRAY['Limited features', 'Performance limitations', 'Learning curve', 'Limited scalability'],
    'Apache 2.0',
    ARRAY['NoSQL Databases', 'Mobile Apps', 'Offline-first Apps', 'Web Apps', 'Enterprise Apps']),
('IndexedDB', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 80, 'medium', 75, 95,
    ARRAY['Web databases', 'Mobile web apps', 'Offline storage', 'Browser-based storage'],
    ARRAY['Browser native', 'No installation', 'Good performance', 'Web standard', 'Easy access'],
    ARRAY['Browser dependency', 'Limited features', 'Complex API', 'Limited storage'],
    'W3C',
    ARRAY['Web Databases', 'Mobile Web Apps', 'Offline Storage', 'Browser Storage', 'Web Applications']),
('WebSQL', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 75, 'easy', 70, 95,
    ARRAY['Web databases', 'Mobile web apps', 'Offline storage', 'Browser-based storage'],
    ARRAY['SQL interface', 'Browser native', 'No installation', 'Easy access', 'Familiar syntax'],
    ARRAY['Deprecated', 'Browser dependency', 'Limited features', 'Limited support'],
    'W3C',
    ARRAY['Web Databases', 'Mobile Web Apps', 'Offline Storage', 'Browser Storage', 'Web Applications']),
   
('Local Storage', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 70, 'easy', 65, 95,
    ARRAY['Web storage', 'Mobile web apps', 'Offline storage', 'Browser-based storage'],
    ARRAY['Simple API', 'Browser native', 'No installation', 'Easy access', 'Good for small data'],
    ARRAY['Limited storage', 'Browser dependency', 'No querying', 'Limited features'],
    'W3C',
    ARRAY['Web Storage', 'Mobile Web Apps', 'Offline Storage', 'Browser Storage', 'Web Applications']),
('Session Storage', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 70, 'easy', 65, 95,
    ARRAY['Web storage', 'Mobile web apps', 'Temporary storage', 'Browser-based storage'],
    ARRAY['Simple API', 'Browser native', 'No installation', 'Easy access', 'Session-based'],
    ARRAY['Limited storage', 'Browser dependency', 'Temporary only', 'Limited features'],
    'W3C',
    ARRAY['Web Storage', 'Mobile Web Apps', 'Temporary Storage', 'Browser Storage', 'Web Applications']),
('Cookies', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 65, 'easy', 60, 95,
    ARRAY['Web storage', 'Mobile web apps', 'User tracking', 'Browser-based storage'],
    ARRAY['Universal support', 'Simple API', 'Browser native', 'Easy access', 'HTTP integration'],
    ARRAY['Limited storage', 'Security issues', 'Browser dependency', 'Performance impact'],
    'W3C',
    ARRAY['Web Storage', 'Mobile Web Apps', 'User Tracking', 'Browser Storage', 'Web Applications']),
('Web Workers', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 80, 'medium', 75, 95,
    ARRAY['Web processing', 'Mobile web apps', 'Background tasks', 'Browser-based processing'],
    ARRAY['Background processing', 'Browser native', 'No UI blocking', 'Multi-threading', 'Good performance'],
    ARRAY['Browser dependency', 'Limited features', 'Complex setup', 'Learning curve'],
    'W3C',
    ARRAY['Web Processing', 'Mobile Web Apps', 'Background Tasks', 'Browser Processing', 'Web Applications']),
('Service Workers', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web processing', 'Mobile web apps', 'Offline functionality', 'PWA features'],
    ARRAY['Offline support', 'Background sync', 'Push notifications', 'PWA features', 'Browser native'],
    ARRAY['Browser dependency', 'Complex setup', 'Learning curve', 'Limited browser support'],
    'W3C',
    ARRAY['Web Processing', 'Mobile Web Apps', 'Offline Functionality', 'PWA Features', 'Web Applications']),
('Push Notifications', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web notifications', 'Mobile notifications', 'User engagement', 'Browser-based notifications'],
    ARRAY['User engagement', 'Browser native', 'Cross-platform', 'Easy integration', 'Good reach'],
    ARRAY['Browser dependency', 'User permission required', 'Limited features', 'Privacy concerns'],
    'W3C',
    ARRAY['Web Notifications', 'Mobile Notifications', 'User Engagement', 'Browser Notifications', 'Web Applications']),
('Geolocation API', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'easy', 80, 95,
    ARRAY['Location services', 'Mobile web apps', 'GPS applications', 'Browser-based location'],
    ARRAY['Browser native', 'Easy integration', 'Cross-platform', 'Good accuracy', 'User permission'],
    ARRAY['Browser dependency', 'User permission required', 'Privacy concerns', 'Battery usage'],
    'W3C',
    ARRAY['Location Services', 'Mobile Web Apps', 'GPS Applications', 'Browser Location', 'Web Applications']),
('Camera API', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 80, 'medium', 75, 95,
    ARRAY['Camera applications', 'Mobile web apps', 'Photo capture', 'Browser-based camera'],
    ARRAY['Browser native', 'Easy integration', 'Cross-platform', 'Good quality', 'User permission'],
    ARRAY['Browser dependency', 'User permission required', 'Limited features', 'Privacy concerns'],
    'W3C',
    ARRAY['Camera Applications', 'Mobile Web Apps', 'Photo Capture', 'Browser Camera', 'Web Applications']),
('Microphone API', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 80, 'medium', 75, 95,
    ARRAY['Audio applications', 'Mobile web apps', 'Voice recording', 'Browser-based audio'],
    ARRAY['Browser native', 'Easy integration', 'Cross-platform', 'Good quality', 'User permission'],
    ARRAY['Browser dependency', 'User permission required', 'Limited features', 'Privacy concerns'],
    'W3C',
    ARRAY['Audio Applications', 'Mobile Web Apps', 'Voice Recording', 'Browser Audio', 'Web Applications']),
('Bluetooth API', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 75, 'medium', 70, 95,
    ARRAY['Bluetooth applications', 'Mobile web apps', 'IoT integration', 'Browser-based Bluetooth'],
    ARRAY['Browser native', 'Easy integration', 'Cross-platform', 'IoT support', 'User permission'],
    ARRAY['Browser dependency', 'User permission required', 'Limited features', 'Security concerns'],
    'W3C',
    ARRAY['Bluetooth Applications', 'Mobile Web Apps', 'IoT Integration', 'Browser Bluetooth', 'Web Applications']),
('NFC API', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 75, 'medium', 70, 95,
    ARRAY['NFC applications', 'Mobile web apps', 'Contactless payments', 'Browser-based NFC'],
    ARRAY['Browser native', 'Easy integration', 'Cross-platform', 'Payment support', 'User permission'],
    ARRAY['Browser dependency', 'User permission required', 'Limited features', 'Security concerns'],
    'W3C',
    ARRAY['NFC Applications', 'Mobile Web Apps', 'Contactless Payments', 'Browser NFC', 'Web Applications']),
('WebRTC', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Video chat', 'Audio chat', 'Real-time communication', 'Browser-based communication'],
    ARRAY['Browser native', 'Real-time communication', 'Cross-platform', 'No plugins', 'Good quality'],
    ARRAY['Browser dependency', 'Complex setup', 'Learning curve', 'Security concerns'],
    'W3C',
    ARRAY['Video Chat', 'Audio Chat', 'Real-time Communication', 'Browser Communication', 'Web Applications']),
('WebSockets', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Real-time apps', 'Live updates', 'Chat applications', 'Browser-based communication'],
    ARRAY['Real-time communication', 'Browser native', 'Cross-platform', 'Low latency', 'Good performance'],
    ARRAY['Browser dependency', 'Complex setup', 'Learning curve', 'Security concerns'],
    'W3C',
    ARRAY['Real-time Apps', 'Live Updates', 'Chat Applications', 'Browser Communication', 'Web Applications']),
('WebAssembly', ARRAY['web', 'ios', 'android'], 'cross-platform', 'c', 90, 'hard', 85, 95,
    ARRAY['High-performance web', 'Web games', 'Web applications', 'Browser-based computing'],
    ARRAY['Near-native performance', 'Browser native', 'Multi-language support', 'Cross-platform', 'Good performance'],
    ARRAY['Browser dependency', 'Complex setup', 'Learning curve', 'Limited debugging'],
    'W3C',
    ARRAY['High-performance Web', 'Web Games', 'Web Applications', 'Browser Computing', 'Web Applications']),
('Progressive Web Apps', ARRAY['web', 'ios', 'android'], 'hybrid', 'javascript', 80, 'medium', 75, 95,
    ARRAY['Web applications', 'Mobile applications', 'Offline functionality', 'Cross-platform apps'],
    ARRAY['Cross-platform', 'No app store', 'Instant updates', 'Web technologies', 'Offline support'],
    ARRAY['Limited native features', 'Browser dependency', 'Performance limitations', 'Platform restrictions'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Applications', 'Offline Functionality', 'Cross-platform Apps', 'Web Apps']),
('Hybrid Apps', ARRAY['ios', 'android', 'web'], 'hybrid', 'javascript', 75, 'easy', 70, 85,
    ARRAY['Mobile applications', 'Web-based apps', 'Cross-platform apps', 'Rapid development'],
    ARRAY['Cross-platform', 'Web technologies', 'Fast development', 'Single codebase', 'Easy deployment'],
    ARRAY['Performance limitations', 'WebView dependency', 'Less native feel', 'Battery usage'],
    'Various',
    ARRAY['Mobile Applications', 'Web-based Apps', 'Cross-platform Apps', 'Rapid Development', 'Enterprise Apps']),
('Native Apps', ARRAY['ios', 'android'], 'native', 'various', 98, 'hard', 100, 0,
    ARRAY['Mobile applications', 'High-performance apps', 'Platform-specific apps', 'Enterprise apps'],
    ARRAY['Best performance', 'Full platform access', 'Native features', 'Excellent UX', 'Platform optimization'],
    ARRAY['Platform-specific', 'Higher cost', 'Longer development', 'Separate codebases'],
    'Various',
    ARRAY['Mobile Applications', 'High-performance Apps', 'Platform-specific Apps', 'Enterprise Apps', 'Native Apps']),
('Cross-platform Apps', ARRAY['ios', 'android', 'web'], 'cross-platform', 'various', 85, 'medium', 85, 90,
    ARRAY['Mobile applications', 'Web applications', 'Single codebase apps', 'Enterprise apps'],
    ARRAY['Single codebase', 'Cost-effective', 'Faster development', 'Cross-platform', 'Good performance'],
    ARRAY['Performance limitations', 'Platform-specific bugs', 'Limited native features', 'Complex setup'],
    'Various',
    ARRAY['Mobile Applications', 'Web Applications', 'Single Codebase Apps', 'Enterprise Apps', 'Cross-platform Apps']),
   
('Single Page Applications', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Interactive web apps', 'Cross-platform apps'],
    ARRAY['Fast user experience', 'Cross-platform', 'Web technologies', 'Good performance', 'Modern UX'],
    ARRAY['SEO challenges', 'Browser dependency', 'Complex setup', 'Learning curve'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Interactive Web Apps', 'Cross-platform Apps', 'Web Apps']),
('Multi-page Applications', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 80, 'easy', 75, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Content-based apps', 'Cross-platform apps'],
    ARRAY['SEO friendly', 'Cross-platform', 'Web technologies', 'Easy navigation', 'Good for content'],
    ARRAY['Slower navigation', 'Browser dependency', 'Less interactive', 'Loading times'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Content-based Apps', 'Cross-platform Apps', 'Web Apps']),
('Server-side Rendering', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'SEO-friendly apps', 'Cross-platform apps'],
    ARRAY['SEO friendly', 'Fast initial load', 'Cross-platform', 'Good performance', 'Modern approach'],
    ARRAY['Complex setup', 'Server dependency', 'Learning curve', 'Resource intensive'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'SEO-friendly Apps', 'Cross-platform Apps', 'Web Apps']),
('Static Site Generation', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 90, 'easy', 85, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Content sites', 'Cross-platform apps'],
    ARRAY['Fast performance', 'SEO friendly', 'Cross-platform', 'Easy deployment', 'Good security'],
    ARRAY['Limited dynamic content', 'Build time dependency', 'Learning curve', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Content Sites', 'Cross-platform Apps', 'Web Apps']),
('Jamstack', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Modern web apps', 'Cross-platform apps'],
    ARRAY['Fast performance', 'Good security', 'Cross-platform', 'Modern approach', 'Scalable'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Modern Web Apps', 'Cross-platform Apps', 'Web Apps']),
('Headless CMS', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Content management', 'Web applications', 'Mobile apps', 'Cross-platform apps'],
    ARRAY['Content-focused', 'Cross-platform', 'API-driven', 'Flexible frontend', 'Good scalability'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Various',
    ARRAY['Content Management', 'Web Applications', 'Mobile Apps', 'Cross-platform Apps', 'Enterprise Apps']),
('Content Management Systems', ARRAY['web', 'ios', 'android'], 'cross-platform', 'php', 80, 'easy', 75, 85,
    ARRAY['Content management', 'Web applications', 'Blogs', 'Cross-platform apps'],
    ARRAY['Easy content management', 'Cross-platform', 'Large ecosystem', 'Good documentation', 'Easy setup'],
    ARRAY['Performance limitations', 'Security concerns', 'Learning curve', 'Setup complexity'],
    'Various',
    ARRAY['Content Management', 'Web Applications', 'Blogs', 'Cross-platform Apps', 'Enterprise Apps']),
('E-commerce Platforms', ARRAY['web', 'ios', 'android'], 'cross-platform', 'php', 85, 'medium', 80, 85,
    ARRAY['E-commerce', 'Web applications', 'Mobile commerce', 'Cross-platform apps'],
    ARRAY['E-commerce features', 'Cross-platform', 'Large ecosystem', 'Good documentation', 'Payment integration'],
    ARRAY['Performance limitations', 'Security concerns', 'Learning curve', 'Setup complexity'],
    'Various',
    ARRAY['E-commerce', 'Web Applications', 'Mobile Commerce', 'Cross-platform Apps', 'Enterprise Apps']),
('Headless E-commerce', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['E-commerce', 'Web applications', 'Mobile commerce', 'Cross-platform apps'],
    ARRAY['API-driven', 'Cross-platform', 'Flexible frontend', 'Good performance', 'Scalable'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Various',
    ARRAY['E-commerce', 'Web Applications', 'Mobile Commerce', 'Cross-platform Apps', 'Enterprise Apps']),
('Mobile Backend as a Service', ARRAY['ios', 'android', 'web'], 'cross-platform', 'javascript', 85, 'easy', 80, 95,
    ARRAY['Mobile backends', 'Web backends', 'Serverless apps', 'Cross-platform apps'],
    ARRAY['No server management', 'Cross-platform', 'Easy integration', 'Good scalability', 'Fast development'],
    ARRAY['Vendor dependency', 'Cost for scale', 'Limited customization', 'Internet dependency'],
    'Various',
    ARRAY['Mobile Backends', 'Web Backends', 'Serverless Apps', 'Cross-platform Apps', 'Enterprise Apps']),
('Serverless Functions', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['Web backends', 'Mobile backends', 'Serverless apps', 'Cross-platform apps'],
    ARRAY['No server management', 'Cross-platform', 'Good scalability', 'Pay-per-use', 'Fast development'],
    ARRAY['Vendor dependency', 'Cost for scale', 'Limited customization', 'Internet dependency'],
    'Various',
    ARRAY['Web Backends', 'Mobile Backends', 'Serverless Apps', 'Cross-platform Apps', 'Enterprise Apps']),
('Container-based Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 90, 'hard', 85, 90,
    ARRAY['Web applications', 'Mobile apps', 'Enterprise apps', 'Cross-platform apps'],
    ARRAY['Consistent environment', 'Good scalability', 'Cross-platform', 'Easy deployment', 'Good isolation'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Setup complexity'],
    'Various',
    ARRAY['Web Applications', 'Mobile Apps', 'Enterprise Apps', 'Cross-platform Apps', 'Container Apps']),
('Microservices Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'hard', 85, 90,
    ARRAY['Web applications', 'Mobile apps', 'Enterprise apps', 'Cross-platform apps'],
    ARRAY['Scalable architecture', 'Cross-platform', 'Independent deployment', 'Good performance', 'Flexible'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Setup complexity'],
    'Various',
    ARRAY['Web Applications', 'Mobile Apps', 'Enterprise Apps', 'Cross-platform Apps', 'Microservices Apps']),
('Monolithic Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'easy', 80, 90,
    ARRAY['Web applications', 'Mobile apps', 'Enterprise apps', 'Cross-platform apps'],
    ARRAY['Simple architecture', 'Easy development', 'Cross-platform', 'Good performance', 'Easy deployment'],
    ARRAY['Limited scalability', 'Complex maintenance', 'Single point of failure', 'Setup complexity'],
    'Various',
    ARRAY['Web Applications', 'Mobile Apps', 'Enterprise Apps', 'Cross-platform Apps', 'Monolithic Apps']),
('API-first Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['Web applications', 'Mobile apps', 'Enterprise apps', 'Cross-platform apps'],
    ARRAY['API-driven', 'Cross-platform', 'Flexible frontend', 'Good scalability', 'Modern approach'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Various',
    ARRAY['Web Applications', 'Mobile Apps', 'Enterprise Apps', 'Cross-platform Apps', 'API-first Apps']),
('GraphQL Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['Web applications', 'Mobile apps', 'Enterprise apps', 'Cross-platform apps'],
    ARRAY['Flexible queries', 'Cross-platform', 'Good performance', 'Modern approach', 'Developer friendly'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Apps', 'Enterprise Apps', 'Cross-platform Apps', 'GraphQL Apps']),
('REST API Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'easy', 80, 95,
    ARRAY['Web applications', 'Mobile apps', 'Enterprise apps', 'Cross-platform apps'],
    ARRAY['Standard approach', 'Cross-platform', 'Good performance', 'Easy integration', 'Well documented'],
    ARRAY['Limited flexibility', 'Complex setup', 'Multiple requests', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Apps', 'Enterprise Apps', 'Cross-platform Apps', 'REST API Apps']),
('WebSocket Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['Real-time apps', 'Chat applications', 'Live updates', 'Cross-platform apps'],
    ARRAY['Real-time communication', 'Cross-platform', 'Good performance', 'Modern approach', 'Interactive'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Setup complexity'],
    'Open Web',
    ARRAY['Real-time Apps', 'Chat Applications', 'Live Updates', 'Cross-platform Apps', 'WebSocket Apps']),
('WebRTC Apps', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Video chat', 'Audio chat', 'Real-time communication', 'Cross-platform apps'],
    ARRAY['Real-time communication', 'Cross-platform', 'No plugins', 'Good quality', 'Browser native'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Setup complexity'],
    'Open Web',
    ARRAY['Video Chat', 'Audio Chat', 'Real-time Communication', 'Cross-platform Apps', 'WebRTC Apps']),
   
('Progressive Enhancement', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Accessible apps', 'Cross-platform apps'],
    ARRAY['Accessibility focus', 'Cross-platform', 'Graceful degradation', 'Good performance', 'Inclusive'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Accessible Apps', 'Cross-platform Apps', 'Web Apps']),
('Mobile-first Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'easy', 85, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Responsive apps', 'Cross-platform apps'],
    ARRAY['Mobile focus', 'Cross-platform', 'Good performance', 'Modern approach', 'User-friendly'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Responsive Apps', 'Cross-platform Apps', 'Web Apps']),
('Responsive Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Adaptive apps', 'Cross-platform apps'],
    ARRAY['Multi-device support', 'Cross-platform', 'Good user experience', 'Modern approach', 'Flexible'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Adaptive Apps', 'Cross-platform Apps', 'Web Apps']),
('Adaptive Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'medium', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Device-specific apps', 'Cross-platform apps'],
    ARRAY['Device-specific', 'Cross-platform', 'Good performance', 'Modern approach', 'User-friendly'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Device-specific Apps', 'Cross-platform Apps', 'Web Apps']),
('Touch-optimized Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'medium', 85, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Touch apps', 'Cross-platform apps'],
    ARRAY['Touch-friendly', 'Cross-platform', 'Good user experience', 'Modern approach', 'Intuitive'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Touch Apps', 'Cross-platform Apps', 'Web Apps']),
('Gesture-based Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Gesture apps', 'Cross-platform apps'],
    ARRAY['Gesture support', 'Cross-platform', 'Good user experience', 'Modern approach', 'Intuitive'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Gesture Apps', 'Cross-platform Apps', 'Web Apps']),
('Voice-activated Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Voice apps', 'Cross-platform apps'],
    ARRAY['Voice support', 'Cross-platform', 'Good user experience', 'Modern approach', 'Accessible'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Voice Apps', 'Cross-platform Apps', 'Web Apps']),
('AI-powered Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'hard', 85, 95,
    ARRAY['Web applications', 'Mobile web apps', 'AI apps', 'Cross-platform apps'],
    ARRAY['AI features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Intelligent'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'AI Apps', 'Cross-platform Apps', 'AI Applications']),
('Machine Learning Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'hard', 85, 95,
    ARRAY['Web applications', 'Mobile web apps', 'ML apps', 'Cross-platform apps'],
    ARRAY['ML features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Intelligent'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'ML Apps', 'Cross-platform Apps', 'ML Applications']),
('Deep Learning Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 88, 'hard', 85, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Deep learning apps', 'Cross-platform apps'],
    ARRAY['Deep learning features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Intelligent'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Deep Learning Apps', 'Cross-platform Apps', 'Deep Learning Apps']),
('Computer Vision Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'CV apps', 'Cross-platform apps'],
    ARRAY['CV features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Intelligent'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'CV Apps', 'Cross-platform Apps', 'CV Applications']),
('Natural Language Processing Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'NLP apps', 'Cross-platform apps'],
    ARRAY['NLP features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Intelligent'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'NLP Apps', 'Cross-platform Apps', 'NLP Applications']),
('Augmented Reality Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'AR apps', 'Cross-platform apps'],
    ARRAY['AR features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Immersive'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'AR Apps', 'Cross-platform Apps', 'AR Applications']),
('Virtual Reality Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'VR apps', 'Cross-platform apps'],
    ARRAY['VR features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Immersive'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'VR Apps', 'Cross-platform Apps', 'VR Applications']),
('Mixed Reality Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'MR apps', 'Cross-platform apps'],
    ARRAY['MR features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Immersive'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'MR Apps', 'Cross-platform Apps', 'MR Applications']),
('IoT-enabled Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'IoT apps', 'Cross-platform apps'],
    ARRAY['IoT features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Connected'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'IoT Apps', 'Cross-platform Apps', 'IoT Applications']),
('Blockchain-enabled Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Blockchain apps', 'Cross-platform apps'],
    ARRAY['Blockchain features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Secure'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Blockchain Apps', 'Cross-platform Apps', 'Blockchain Applications']),
('Cryptocurrency-enabled Design', ARRAY['web', 'ios', 'android'], 'cross-platform', 'javascript', 85, 'hard', 80, 95,
    ARRAY['Web applications', 'Mobile web apps', 'Cryptocurrency apps', 'Cross-platform apps'],
    ARRAY['Cryptocurrency features', 'Cross-platform', 'Good user experience', 'Modern approach', 'Financial'],
    ARRAY['Complex setup', 'Learning curve', 'Multiple technologies', 'Setup complexity'],
    'Open Web',
    ARRAY['Web Applications', 'Mobile Web Apps', 'Cryptocurrency Apps', 'Cross-platform Apps', 'Cryptocurrency Applications']);
    
    INSERT INTO devops_technologies (
    name, category, complexity_level, scalability_support, cloud_native, enterprise_ready, 
    automation_capabilities, integration_options, primary_use_cases, strengths, weaknesses, 
    license_type, domain
) VALUES
('Docker', 'containerization', 'medium', 'excellent', true, true,
    ARRAY['Container orchestration', 'Image building', 'Registry management', 'Multi-stage builds'],
    ARRAY['Kubernetes', 'CI/CD pipelines', 'Cloud platforms', 'Monitoring tools'],
    ARRAY['Application containerization', 'Development environments', 'Microservices deployment', 'CI/CD pipelines'],
    ARRAY['Consistent environments', 'Easy deployment', 'Resource efficiency', 'Version control for infrastructure'],
    ARRAY['Learning curve', 'Security considerations', 'Networking complexity', 'Storage management'],
    'Apache 2.0',
    ARRAY['Microservices', 'CI/CD Pipelines', 'Cloud Infrastructure', 'Development Environments', 'Enterprise Deployments']),
('GitHub Actions', 'ci-cd', 'easy', 'good', true, true,
    ARRAY['Workflow automation', 'Build and test', 'Deployment', 'Scheduled tasks'],
    ARRAY['GitHub repositories', 'Cloud services', 'Third-party tools', 'Slack notifications'],
    ARRAY['CI/CD pipelines', 'Automated testing', 'Deployment automation', 'Code quality checks'],
    ARRAY['GitHub integration', 'Free for public repos', 'Easy setup', 'Large marketplace', 'YAML configuration'],
    ARRAY['GitHub dependency', 'Limited minutes on free tier', 'Less advanced than Jenkins', 'Vendor lock-in'],
    'MIT',
    ARRAY['CI/CD Pipelines', 'Startups', 'Open Source Projects', 'Web Development', 'SaaS Platforms']),
('Jenkins', 'ci-cd', 'hard', 'excellent', false, true,
    ARRAY['Build automation', 'Testing integration', 'Deployment pipelines', 'Plugin ecosystem'],
    ARRAY['Multiple SCMs', 'Cloud platforms', 'Testing frameworks', 'Notification systems'],
    ARRAY['Enterprise CI/CD', 'Complex pipelines', 'Legacy system integration', 'Custom workflows'],
    ARRAY['Highly customizable', 'Large plugin ecosystem', 'Self-hosted', 'Enterprise features', 'Open source'],
    ARRAY['Complex setup', 'Maintenance overhead', 'Security management', 'Plugin dependencies'],
    'MIT',
    ARRAY['Enterprise CI/CD', 'Legacy Systems', 'Complex Pipelines', 'Financial Services', 'Large-scale Deployments']),
('Kubernetes', 'orchestration', 'hard', 'excellent', true, true,
    ARRAY['Container orchestration', 'Auto-scaling', 'Service discovery', 'Rolling deployments'],
    ARRAY['Docker', 'Cloud providers', 'CI/CD tools', 'Monitoring solutions'],
    ARRAY['Container orchestration', 'Microservices management', 'Auto-scaling applications', 'High availability systems'],
    ARRAY['Industry standard', 'Powerful orchestration', 'Self-healing', 'Horizontal scaling', 'Cloud native'],
    ARRAY['Steep learning curve', 'Operational complexity', 'Resource overhead', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Microservices', 'Cloud Infrastructure', 'High Availability Systems', 'Enterprise Deployments', 'Big Data']),
('Terraform', 'infrastructure', 'medium', 'excellent', true, true,
    ARRAY['Infrastructure provisioning', 'State management', 'Resource planning', 'Multi-cloud support'],
    ARRAY['AWS', 'Azure', 'GCP', 'Version control', 'CI/CD pipelines'],
    ARRAY['Infrastructure as Code', 'Multi-cloud deployments', 'Resource management', 'Infrastructure automation'],
    ARRAY['Multi-cloud support', 'Declarative syntax', 'State management', 'Plan before apply', 'Large provider ecosystem'],
    ARRAY['State file management', 'Learning curve', 'Provider limitations', 'Version compatibility'],
    'MPL 2.0',
    ARRAY['Cloud Infrastructure', 'Multi-cloud Deployments', 'Enterprise Infrastructure', 'DevOps Automation', 'Data Centers']),
('Zabbix', 'monitoring', 'hard', 'good', false, true,
    ARRAY['System monitoring', 'Network monitoring', 'Alerting', 'Reporting'],
    ARRAY['Network devices', 'Servers', 'Cloud platforms', 'Notification systems'],
    ARRAY['System monitoring', 'Network monitoring', 'Enterprise IT', 'DevOps workflows'],
    ARRAY['Comprehensive monitoring', 'Good documentation', 'Large community', 'Enterprise features', 'Reliable'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Limited modern features'],
    'GPLv2',
    ARRAY['System Monitoring', 'Network Monitoring', 'Enterprise IT', 'DevOps Workflows', 'Large Organizations']),
('Datadog', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Application monitoring', 'Infrastructure monitoring', 'APM', 'Log management'],
    ARRAY['Cloud platforms', 'Applications', 'Databases', 'Third-party tools'],
    ARRAY['Application monitoring', 'Infrastructure monitoring', 'APM', 'DevOps workflows'],
    ARRAY['Comprehensive platform', 'Good integration', 'Easy setup', 'Cloud native', 'Enterprise features'],
    ARRAY['Cost', 'Vendor lock-in', 'Learning curve', 'Resource intensive'],
    'Commercial',
    ARRAY['Application Monitoring', 'Infrastructure Monitoring', 'APM', 'DevOps Workflows', 'Enterprise Cloud']),
('New Relic', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Application monitoring', 'APM', 'Infrastructure monitoring', 'Browser monitoring'],
    ARRAY['Cloud platforms', 'Applications', 'Databases', 'Third-party tools'],
    ARRAY['Application monitoring', 'APM', 'Infrastructure monitoring', 'DevOps workflows'],
    ARRAY['Comprehensive APM', 'Good integration', 'Easy setup', 'Cloud native', 'Enterprise features'],
    ARRAY['Cost', 'Vendor lock-in', 'Learning curve', 'Resource intensive'],
    'Commercial',
    ARRAY['Application Monitoring', 'APM', 'Infrastructure Monitoring', 'DevOps Workflows', 'Enterprise Cloud']),
('Splunk', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Log management', 'SIEM', 'Monitoring', 'Analytics'],
    ARRAY['Cloud platforms', 'Applications', 'Network devices', 'Security tools'],
    ARRAY['Log management', 'SIEM', 'Security monitoring', 'DevOps workflows'],
    ARRAY['Powerful analytics', 'Good integration', 'Enterprise features', 'Large community', 'Comprehensive'],
    ARRAY['Cost', 'Complex setup', 'Learning curve', 'Resource intensive'],
    'Commercial',
    ARRAY['Log Management', 'SIEM', 'Security Monitoring', 'DevOps Workflows', 'Enterprise IT']),
('ELK Stack', 'monitoring', 'hard', 'excellent', true, true,
    ARRAY['Log management', 'Search', 'Analytics', 'Visualization'],
    ARRAY['Applications', 'Servers', 'Network devices', 'Cloud platforms'],
    ARRAY['Log management', 'Search analytics', 'Monitoring', 'DevOps workflows'],
    ARRAY['Open source', 'Powerful search', 'Good integration', 'Scalable', 'Flexible'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Multiple components'],
    'Apache 2.0',
    ARRAY['Log Management', 'Search Analytics', 'Monitoring', 'DevOps Workflows', 'Enterprise IT']),
('Consul', 'service-discovery', 'medium', 'excellent', true, true,
    ARRAY['Service discovery', 'Configuration management', 'Health checking', 'Key-value store'],
    ARRAY['Kubernetes', 'Docker', 'Cloud platforms', 'Applications'],
    ARRAY['Service discovery', 'Configuration management', 'Health checking', 'DevOps workflows'],
    ARRAY['Service discovery', 'Good integration', 'Open source', 'Cloud native', 'Enterprise features'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'MPL 2.0',
    ARRAY['Service Discovery', 'Configuration Management', 'Health Checking', 'DevOps Workflows', 'Microservices']),
('etcd', 'service-discovery', 'medium', 'excellent', true, true,
    ARRAY['Key-value store', 'Service discovery', 'Configuration management', 'Distributed coordination'],
    ARRAY['Kubernetes', 'Docker', 'Cloud platforms', 'Applications'],
    ARRAY['Service discovery', 'Configuration management', 'Distributed coordination', 'DevOps workflows'],
    ARRAY['Distributed coordination', 'Good integration', 'Open source', 'Cloud native', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Limited features'],
    'Apache 2.0',
    ARRAY['Service Discovery', 'Configuration Management', 'Distributed Coordination', 'DevOps Workflows', 'Microservices']),
('ZooKeeper', 'service-discovery', 'hard', 'good', false, true,
    ARRAY['Distributed coordination', 'Configuration management', 'Service discovery', 'Synchronization'],
    ARRAY['Kafka', 'Hadoop', 'Cloud platforms', 'Applications'],
    ARRAY['Distributed coordination', 'Configuration management', 'Service discovery', 'DevOps workflows'],
    ARRAY['Mature ecosystem', 'Good documentation', 'Large community', 'Reliable', 'Enterprise features'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Limited modern features'],
    'Apache 2.0',
    ARRAY['Distributed Coordination', 'Configuration Management', 'Service Discovery', 'DevOps Workflows', 'Big Data']),
('Vault', 'security', 'medium', 'excellent', true, true,
    ARRAY['Secret management', 'Encryption', 'Identity management', 'Key rotation'],
    ARRAY['Cloud platforms', 'Applications', 'Databases', 'DevOps tools'],
    ARRAY['Secret management', 'Encryption', 'Identity management', 'DevOps workflows'],
    ARRAY['Secret management', 'Good integration', 'Open source', 'Cloud native', 'Enterprise features'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'MPL 2.0',
    ARRAY['Secret Management', 'Encryption', 'Identity Management', 'DevOps Workflows', 'Enterprise Security']),
('Keycloak', 'security', 'medium', 'excellent', true, true,
    ARRAY['Identity management', 'Single sign-on', 'Authentication', 'Authorization'],
    ARRAY['Applications', 'Cloud platforms', 'Databases', 'DevOps tools'],
    ARRAY['Identity management', 'Single sign-on', 'Authentication', 'DevOps workflows'],
    ARRAY['Open source', 'Good integration', 'Standards compliant', 'Cloud native', 'Enterprise features'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Identity Management', 'Single Sign-on', 'Authentication', 'DevOps Workflows', 'Enterprise Security']),
('Okta', 'security', 'easy', 'excellent', true, true,
    ARRAY['Identity management', 'Single sign-on', 'Multi-factor authentication', 'User management'],
    ARRAY['Applications', 'Cloud platforms', 'Databases', 'DevOps tools'],
    ARRAY['Identity management', 'Single sign-on', 'Multi-factor authentication', 'DevOps workflows'],
    ARRAY['Comprehensive platform', 'Good integration', 'Easy setup', 'Cloud native', 'Enterprise features'],
    ARRAY['Cost', 'Vendor lock-in', 'Learning curve', 'Resource intensive'],
    'Commercial',
    ARRAY['Identity Management', 'Single Sign-on', 'Multi-factor Authentication', 'DevOps Workflows', 'Enterprise Security']),
('Auth0', 'security', 'easy', 'excellent', true, true,
    ARRAY['Authentication', 'Authorization', 'Single sign-on', 'User management'],
    ARRAY['Applications', 'Cloud platforms', 'Databases', 'DevOps tools'],
    ARRAY['Authentication', 'Authorization', 'Single sign-on', 'DevOps workflows'],
    ARRAY['Comprehensive platform', 'Good integration', 'Easy setup', 'Cloud native', 'Enterprise features'],
    ARRAY['Cost', 'Vendor lock-in', 'Learning curve', 'Resource intensive'],
    'Commercial',
    ARRAY['Authentication', 'Authorization', 'Single Sign-on', 'DevOps Workflows', 'Enterprise Security']),
('Let''s Encrypt', 'security', 'easy', 'excellent', true, true,
    ARRAY['Certificate management', 'SSL/TLS', 'Automation', 'Renewal'],
    ARRAY['Web servers', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Certificate management', 'SSL/TLS', 'Automation', 'DevOps workflows'],
    ARRAY['Free certificates', 'Automation', 'Good integration', 'Open source', 'Easy to use'],
    ARRAY['Limited features', 'Renewal requirements', 'Rate limits', 'Learning curve'],
    'Apache 2.0',
    ARRAY['Certificate Management', 'SSL/TLS', 'Automation', 'DevOps Workflows', 'Web Security']),
('Certbot', 'security', 'easy', 'good', true, true,
    ARRAY['Certificate management', 'SSL/TLS', 'Automation', 'Renewal'],
    ARRAY['Web servers', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Certificate management', 'SSL/TLS', 'Automation', 'DevOps workflows'],
    ARRAY['Free tool', 'Automation', 'Good integration', 'Open source', 'Easy to use'],
    ARRAY['Limited features', 'Renewal requirements', 'Learning curve', 'Manual setup'],
    'Apache 2.0',
    ARRAY['Certificate Management', 'SSL/TLS', 'Automation', 'DevOps Workflows', 'Web Security']),
('OpenSSL', 'security', 'hard', 'good', false, true,
    ARRAY['Certificate management', 'SSL/TLS', 'Encryption', 'Key management'],
    ARRAY['Web servers', 'Applications', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Certificate management', 'SSL/TLS', 'Encryption', 'DevOps workflows'],
    ARRAY['Comprehensive tool', 'Open source', 'Good documentation', 'Large community', 'Reliable'],
    ARRAY['Complex usage', 'Learning curve', 'Security risks', 'Manual configuration'],
    'Apache 2.0',
    ARRAY['Certificate Management', 'SSL/TLS', 'Encryption', 'DevOps Workflows', 'Web Security']),
('Helm', 'deployment', 'medium', 'excellent', true, true,
    ARRAY['Package management', 'Deployment', 'Configuration management', 'Release management'],
    ARRAY['Kubernetes', 'Cloud platforms', 'CI/CD tools', 'DevOps tools'],
    ARRAY['Package management', 'Deployment', 'Configuration management', 'DevOps workflows'],
    ARRAY['Kubernetes packages', 'Good integration', 'Open source', 'Cloud native', 'Easy to use'],
    ARRAY['Learning curve', 'Complex charts', 'Dependency management', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Package Management', 'Deployment', 'Configuration Management', 'DevOps Workflows', 'Kubernetes']),
('Istio', 'deployment', 'hard', 'excellent', true, true,
    ARRAY['Service mesh', 'Traffic management', 'Security', 'Observability'],
    ARRAY['Kubernetes', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Service mesh', 'Traffic management', 'Security', 'DevOps workflows'],
    ARRAY['Service mesh', 'Good integration', 'Open source', 'Cloud native', 'Enterprise features'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Service Mesh', 'Traffic Management', 'Security', 'DevOps Workflows', 'Microservices']),
('Linkerd', 'deployment', 'hard', 'excellent', true, true,
    ARRAY['Service mesh', 'Traffic management', 'Security', 'Observability'],
    ARRAY['Kubernetes', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Service mesh', 'Traffic management', 'Security', 'DevOps workflows'],
    ARRAY['Service mesh', 'Good integration', 'Open source', 'Cloud native', 'Lightweight'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Service Mesh', 'Traffic Management', 'Security', 'DevOps Workflows', 'Microservices']),
('Argo CD', 'deployment', 'medium', 'excellent', true, true,
    ARRAY['GitOps', 'Deployment', 'Synchronization', 'Rollback'],
    ARRAY['Kubernetes', 'Git repositories', 'Cloud platforms', 'DevOps tools'],
    ARRAY['GitOps', 'Deployment', 'Synchronization', 'DevOps workflows'],
    ARRAY['GitOps workflow', 'Good integration', 'Open source', 'Cloud native', 'Easy to use'],
    ARRAY['Learning curve', 'Complex setup', 'Git dependency', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['GitOps', 'Deployment', 'Synchronization', 'DevOps Workflows', 'Kubernetes']),
('Flux', 'deployment', 'medium', 'excellent', true, true,
    ARRAY['GitOps', 'Deployment', 'Synchronization', 'Automation'],
    ARRAY['Kubernetes', 'Git repositories', 'Cloud platforms', 'DevOps tools'],
    ARRAY['GitOps', 'Deployment', 'Synchronization', 'DevOps workflows'],
    ARRAY['GitOps workflow', 'Good integration', 'Open source', 'Cloud native', 'Lightweight'],
    ARRAY['Learning curve', 'Complex setup', 'Git dependency', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['GitOps', 'Deployment', 'Synchronization', 'DevOps Workflows', 'Kubernetes']),
    
('Spinnaker', 'deployment', 'hard', 'excellent', true, true,
    ARRAY['Multi-cloud deployment', 'Canary deployments', 'Pipeline management', 'Rollback'],
    ARRAY['Cloud platforms', 'CI/CD tools', 'Kubernetes', 'Docker'],
    ARRAY['Multi-cloud deployment', 'Canary deployments', 'Pipeline management', 'DevOps workflows'],
    ARRAY['Multi-cloud support', 'Canary deployments', 'Good integration', 'Enterprise features', 'Reliable'],
    ARRAY['Complex setup', 'Learning curve', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Multi-cloud Deployment', 'Canary Deployments', 'Pipeline Management', 'DevOps Workflows', 'Enterprise Cloud']),
('Argo Rollouts', 'deployment', 'medium', 'excellent', true, true,
    ARRAY['Progressive delivery', 'Canary deployments', 'Blue-green deployments', 'Rollback'],
    ARRAY['Kubernetes', 'CI/CD tools', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Progressive delivery', 'Canary deployments', 'Blue-green deployments', 'DevOps workflows'],
    ARRAY['Progressive delivery', 'Good integration', 'Open source', 'Cloud native', 'Easy to use'],
    ARRAY['Learning curve', 'Complex setup', 'Kubernetes dependency', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Progressive Delivery', 'Canary Deployments', 'Blue-green Deployments', 'DevOps Workflows', 'Kubernetes']),
('Flagger', 'deployment', 'medium', 'excellent', true, true,
    ARRAY['Progressive delivery', 'Canary deployments', 'A/B testing', 'Rollback'],
    ARRAY['Kubernetes', 'CI/CD tools', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Progressive delivery', 'Canary deployments', 'A/B testing', 'DevOps workflows'],
    ARRAY['Progressive delivery', 'Good integration', 'Open source', 'Cloud native', 'Easy to use'],
    ARRAY['Learning curve', 'Complex setup', 'Kubernetes dependency', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Progressive Delivery', 'Canary Deployments', 'A/B Testing', 'DevOps Workflows', 'Kubernetes']),
('Keel', 'deployment', 'medium', 'excellent', true, true,
    ARRAY['Automated deployment', 'GitOps', 'Continuous deployment', 'Rollback'],
    ARRAY['Kubernetes', 'Git repositories', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Automated deployment', 'GitOps', 'Continuous deployment', 'DevOps workflows'],
    ARRAY['Automated deployment', 'Good integration', 'Open source', 'Cloud native', 'Easy to use'],
    ARRAY['Learning curve', 'Complex setup', 'Kubernetes dependency', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Automated Deployment', 'GitOps', 'Continuous Deployment', 'DevOps Workflows', 'Kubernetes']),
('Tekton', 'ci-cd', 'medium', 'excellent', true, true,
    ARRAY['CI/CD pipelines', 'Build automation', 'Testing', 'Deployment'],
    ARRAY['Kubernetes', 'Git repositories', 'Cloud platforms', 'DevOps tools'],
    ARRAY['CI/CD pipelines', 'Build automation', 'Testing', 'DevOps workflows'],
    ARRAY['Cloud native', 'Good integration', 'Open source', 'Kubernetes native', 'Flexible'],
    ARRAY['Learning curve', 'Complex setup', 'Kubernetes dependency', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['CI/CD Pipelines', 'Build Automation', 'Testing', 'DevOps Workflows', 'Kubernetes']),
('Buildah', 'containerization', 'medium', 'excellent', true, true,
    ARRAY['Container building', 'Image management', 'Registry management', 'Multi-stage builds'],
    ARRAY['Docker', 'Kubernetes', 'Cloud platforms', 'CI/CD tools'],
    ARRAY['Container building', 'Image management', 'Registry management', 'DevOps workflows'],
    ARRAY['Container building', 'Good integration', 'Open source', 'Cloud native', 'Lightweight'],
    ARRAY['Learning curve', 'Complex setup', 'Docker compatibility', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Container Building', 'Image Management', 'Registry Management', 'DevOps Workflows', 'Containerization']),
('Podman', 'containerization', 'medium', 'excellent', true, true,
    ARRAY['Container management', 'Image building', 'Pod management', 'Multi-stage builds'],
    ARRAY['Docker', 'Kubernetes', 'Cloud platforms', 'CI/CD tools'],
    ARRAY['Container management', 'Image building', 'Pod management', 'DevOps workflows'],
    ARRAY['Daemonless', 'Good integration', 'Open source', 'Cloud native', 'Lightweight'],
    ARRAY['Learning curve', 'Complex setup', 'Docker compatibility', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Container Management', 'Image Building', 'Pod Management', 'DevOps Workflows', 'Containerization']),
('Skopeo', 'containerization', 'medium', 'good', true, true,
    ARRAY['Image management', 'Registry management', 'Image copying', 'Image inspection'],
    ARRAY['Docker', 'Kubernetes', 'Cloud platforms', 'CI/CD tools'],
    ARRAY['Image management', 'Registry management', 'Image copying', 'DevOps workflows'],
    ARRAY['Image management', 'Good integration', 'Open source', 'Cloud native', 'Lightweight'],
    ARRAY['Learning curve', 'Complex setup', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Image Management', 'Registry Management', 'Image Copying', 'DevOps Workflows', 'Containerization']),
('CRI-O', 'containerization', 'medium', 'excellent', true, true,
    ARRAY['Container runtime', 'Kubernetes integration', 'Image management', 'Pod management'],
    ARRAY['Kubernetes', 'Cloud platforms', 'CI/CD tools', 'DevOps tools'],
    ARRAY['Container runtime', 'Kubernetes integration', 'Image management', 'DevOps workflows'],
    ARRAY['Kubernetes native', 'Good integration', 'Open source', 'Cloud native', 'Lightweight'],
    ARRAY['Learning curve', 'Complex setup', 'Kubernetes dependency', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Container Runtime', 'Kubernetes Integration', 'Image Management', 'DevOps Workflows', 'Containerization']),
('containerd', 'containerization', 'medium', 'excellent', true, true,
    ARRAY['Container runtime', 'Image management', 'Pod management', 'Storage management'],
    ARRAY['Docker', 'Kubernetes', 'Cloud platforms', 'CI/CD tools'],
    ARRAY['Container runtime', 'Image management', 'Pod management', 'DevOps workflows'],
    ARRAY['Container runtime', 'Good integration', 'Open source', 'Cloud native', 'Lightweight'],
    ARRAY['Learning curve', 'Complex setup', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Container Runtime', 'Image Management', 'Pod Management', 'DevOps Workflows', 'Containerization']),
('rkt', 'containerization', 'medium', 'good', false, true,
    ARRAY['Container runtime', 'Image management', 'Pod management', 'Security'],
    ARRAY['Cloud platforms', 'CI/CD tools', 'DevOps tools', 'Security tools'],
    ARRAY['Container runtime', 'Image management', 'Pod management', 'DevOps workflows'],
    ARRAY['Security focus', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Limited adoption', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Container Runtime', 'Image Management', 'Pod Management', 'DevOps Workflows', 'Containerization']),
('Harbor', 'containerization', 'medium', 'excellent', true, true,
    ARRAY['Container registry', 'Image management', 'Security scanning', 'Vulnerability management'],
    ARRAY['Docker', 'Kubernetes', 'Cloud platforms', 'CI/CD tools'],
    ARRAY['Container registry', 'Image management', 'Security scanning', 'DevOps workflows'],
    ARRAY['Container registry', 'Good integration', 'Open source', 'Cloud native', 'Enterprise features'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Container Registry', 'Image Management', 'Security Scanning', 'DevOps Workflows', 'Containerization']),
('Quay', 'containerization', 'medium', 'excellent', true, true,
    ARRAY['Container registry', 'Image management', 'Security scanning', 'Vulnerability management'],
    ARRAY['Docker', 'Kubernetes', 'Cloud platforms', 'CI/CD tools'],
    ARRAY['Container registry', 'Image management', 'Security scanning', 'DevOps workflows'],
    ARRAY['Container registry', 'Good integration', 'Enterprise features', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Resource intensive', 'Configuration complexity'],
    'Commercial',
    ARRAY['Container Registry', 'Image Management', 'Security Scanning', 'DevOps Workflows', 'Containerization']),
('ECR', 'containerization', 'easy', 'excellent', true, true,
    ARRAY['Container registry', 'Image management', 'Security scanning', 'Vulnerability management'],
    ARRAY['AWS', 'Docker', 'Kubernetes', 'CI/CD tools'],
    ARRAY['Container registry', 'Image management', 'Security scanning', 'DevOps workflows'],
    ARRAY['AWS integration', 'Managed service', 'Good security', 'Reliable', 'Easy to use'],
    ARRAY['AWS dependency', 'Cost', 'Limited features', 'Learning curve'],
    'Commercial',
    ARRAY['Container Registry', 'Image Management', 'Security Scanning', 'DevOps Workflows', 'AWS Cloud']),
('GCR', 'containerization', 'easy', 'excellent', true, true,
    ARRAY['Container registry', 'Image management', 'Security scanning', 'Vulnerability management'],
    ARRAY['GCP', 'Docker', 'Kubernetes', 'CI/CD tools'],
    ARRAY['Container registry', 'Image management', 'Security scanning', 'DevOps workflows'],
    ARRAY['GCP integration', 'Managed service', 'Good security', 'Reliable', 'Easy to use'],
    ARRAY['GCP dependency', 'Cost', 'Limited features', 'Learning curve'],
    'Commercial',
    ARRAY['Container Registry', 'Image Management', 'Security Scanning', 'DevOps Workflows', 'GCP Cloud']),
('ACR', 'containerization', 'easy', 'excellent', true, true,
    ARRAY['Container registry', 'Image management', 'Security scanning', 'Vulnerability management'],
    ARRAY['Azure', 'Docker', 'Kubernetes', 'CI/CD tools'],
    ARRAY['Container registry', 'Image management', 'Security scanning', 'DevOps workflows'],
    ARRAY['Azure integration', 'Managed service', 'Good security', 'Reliable', 'Easy to use'],
    ARRAY['Azure dependency', 'Cost', 'Limited features', 'Learning curve'],
    'Commercial',
    ARRAY['Container Registry', 'Image Management', 'Security Scanning', 'DevOps Workflows', 'Azure Cloud']),
('Nexus', 'package-management', 'medium', 'excellent', true, true,
    ARRAY['Package repository', 'Artifact management', 'Proxy repository', 'Security scanning'],
    ARRAY['Maven', 'npm', 'Docker', 'CI/CD tools'],
    ARRAY['Package repository', 'Artifact management', 'Proxy repository', 'DevOps workflows'],
    ARRAY['Package repository', 'Good integration', 'Open source', 'Enterprise features', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'EPL',
    ARRAY['Package Repository', 'Artifact Management', 'Proxy Repository', 'DevOps Workflows', 'Enterprise IT']),
('Artifactory', 'package-management', 'medium', 'excellent', true, true,
    ARRAY['Package repository', 'Artifact management', 'Proxy repository', 'Security scanning'],
    ARRAY['Maven', 'npm', 'Docker', 'CI/CD tools'],
    ARRAY['Package repository', 'Artifact management', 'Proxy repository', 'DevOps workflows'],
    ARRAY['Package repository', 'Good integration', 'Enterprise features', 'Reliable', 'Comprehensive'],
    ARRAY['Cost', 'Learning curve', 'Resource intensive', 'Configuration complexity'],
    'Commercial',
    ARRAY['Package Repository', 'Artifact Management', 'Proxy Repository', 'DevOps Workflows', 'Enterprise IT']),
    
('JFrog Distribution', 'package-management', 'medium', 'excellent', true, true,
    ARRAY['Package distribution', 'Artifact management', 'Release management', 'Security scanning'],
    ARRAY['Artifactory', 'CI/CD tools', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Package distribution', 'Artifact management', 'Release management', 'DevOps workflows'],
    ARRAY['Package distribution', 'Good integration', 'Enterprise features', 'Reliable', 'Comprehensive'],
    ARRAY['Cost', 'Learning curve', 'Resource intensive', 'Configuration complexity'],
    'Commercial',
    ARRAY['Package Distribution', 'Artifact Management', 'Release Management', 'DevOps Workflows', 'Enterprise IT']),
('Maven', 'package-management', 'medium', 'good', false, true,
    ARRAY['Build automation', 'Dependency management', 'Package management', 'Project management'],
    ARRAY['Java', 'CI/CD tools', 'IDEs', 'DevOps tools'],
    ARRAY['Build automation', 'Dependency management', 'Package management', 'DevOps workflows'],
    ARRAY['Java ecosystem', 'Good documentation', 'Large community', 'Reliable', 'Comprehensive'],
    ARRAY['Learning curve', 'Complex configuration', 'Performance issues', 'XML complexity'],
    'Apache 2.0',
    ARRAY['Build Automation', 'Dependency Management', 'Package Management', 'DevOps Workflows', 'Java Development']),
('Gradle', 'package-management', 'medium', 'excellent', false, true,
    ARRAY['Build automation', 'Dependency management', 'Package management', 'Project management'],
    ARRAY['Java', 'CI/CD tools', 'IDEs', 'DevOps tools'],
    ARRAY['Build automation', 'Dependency management', 'Package management', 'DevOps workflows'],
    ARRAY['Java ecosystem', 'Good performance', 'Flexible configuration', 'Large community', 'Modern'],
    ARRAY['Learning curve', 'Complex configuration', 'Performance issues', 'Groovy dependency'],
    'Apache 2.0',
    ARRAY['Build Automation', 'Dependency Management', 'Package Management', 'DevOps Workflows', 'Java Development']),
('npm', 'package-management', 'easy', 'excellent', false, true,
    ARRAY['Package management', 'Dependency management', 'Scripting', 'Version management'],
    ARRAY['JavaScript', 'CI/CD tools', 'IDEs', 'DevOps tools'],
    ARRAY['Package management', 'Dependency management', 'Scripting', 'DevOps workflows'],
    ARRAY['JavaScript ecosystem', 'Easy to use', 'Large repository', 'Good documentation', 'Popular'],
    ARRAY['Security issues', 'Dependency hell', 'Performance issues', 'Version conflicts'],
    'Artistic',
    ARRAY['Package Management', 'Dependency Management', 'Scripting', 'DevOps Workflows', 'JavaScript Development']),
('Yarn', 'package-management', 'easy', 'excellent', false, true,
    ARRAY['Package management', 'Dependency management', 'Scripting', 'Version management'],
    ARRAY['JavaScript', 'CI/CD tools', 'IDEs', 'DevOps tools'],
    ARRAY['Package management', 'Dependency management', 'Scripting', 'DevOps workflows'],
    ARRAY['JavaScript ecosystem', 'Fast performance', 'Reliable', 'Good documentation', 'Popular'],
    ARRAY['Learning curve', 'Compatibility issues', 'Performance issues', 'Version conflicts'],
    'BSD',
    ARRAY['Package Management', 'Dependency Management', 'Scripting', 'DevOps Workflows', 'JavaScript Development']),
('pip', 'package-management', 'easy', 'good', false, true,
    ARRAY['Package management', 'Dependency management', 'Virtual environments', 'Version management'],
    ARRAY['Python', 'CI/CD tools', 'IDEs', 'DevOps tools'],
    ARRAY['Package management', 'Dependency management', 'Virtual environments', 'DevOps workflows'],
    ARRAY['Python ecosystem', 'Easy to use', 'Large repository', 'Good documentation', 'Popular'],
    ARRAY['Security issues', 'Dependency hell', 'Performance issues', 'Version conflicts'],
    'MIT',
    ARRAY['Package Management', 'Dependency Management', 'Virtual Environments', 'DevOps Workflows', 'Python Development']),
('conda', 'package-management', 'medium', 'excellent', false, true,
    ARRAY['Package management', 'Dependency management', 'Environment management', 'Version management'],
    ARRAY['Python', 'Data Science', 'CI/CD tools', 'DevOps tools'],
    ARRAY['Package management', 'Dependency management', 'Environment management', 'DevOps workflows'],
    ARRAY['Data Science', 'Environment management', 'Large repository', 'Good documentation', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Performance issues'],
    'BSD',
    ARRAY['Package Management', 'Dependency Management', 'Environment Management', 'DevOps Workflows', 'Data Science']),
('NuGet', 'package-management', 'easy', 'good', false, true,
    ARRAY['Package management', 'Dependency management', 'Version management', 'Publishing'],
    ARRAY['.NET', 'CI/CD tools', 'IDEs', 'DevOps tools'],
    ARRAY['Package management', 'Dependency management', 'Version management', 'DevOps workflows'],
    ARRAY['.NET ecosystem', 'Easy to use', 'Large repository', 'Good documentation', 'Popular'],
    ARRAY['Security issues', 'Dependency hell', 'Performance issues', 'Version conflicts'],
    'Apache 2.0',
    ARRAY['Package Management', 'Dependency Management', 'Version Management', 'DevOps Workflows', '.NET Development']),
('Chocolatey', 'package-management', 'easy', 'good', false, true,
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'Automation'],
    ARRAY['Windows', 'CI/CD tools', 'DevOps tools', 'System administration'],
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'DevOps workflows'],
    ARRAY['Windows ecosystem', 'Easy to use', 'Large repository', 'Good documentation', 'Popular'],
    ARRAY['Windows only', 'Security issues', 'Performance issues', 'Version conflicts'],
    'Apache 2.0',
    ARRAY['Package Management', 'Software Deployment', 'Configuration Management', 'DevOps Workflows', 'Windows Administration']),
('Homebrew', 'package-management', 'easy', 'good', false, true,
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'Automation'],
    ARRAY['macOS', 'CI/CD tools', 'DevOps tools', 'System administration'],
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'DevOps workflows'],
    ARRAY['macOS ecosystem', 'Easy to use', 'Large repository', 'Good documentation', 'Popular'],
    ARRAY['macOS only', 'Security issues', 'Performance issues', 'Version conflicts'],
    'BSD',
    ARRAY['Package Management', 'Software Deployment', 'Configuration Management', 'DevOps Workflows', 'macOS Administration']),
('Apt', 'package-management', 'easy', 'good', false, true,
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'Automation'],
    ARRAY['Debian', 'Ubuntu', 'CI/CD tools', 'DevOps tools'],
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'DevOps workflows'],
    ARRAY['Debian ecosystem', 'Easy to use', 'Large repository', 'Good documentation', 'Reliable'],
    ARRAY['Debian only', 'Security issues', 'Performance issues', 'Version conflicts'],
    'GPL',
    ARRAY['Package Management', 'Software Deployment', 'Configuration Management', 'DevOps Workflows', 'Debian Administration']),
('Yum', 'package-management', 'easy', 'good', false, true,
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'Automation'],
    ARRAY['Red Hat', 'CentOS', 'CI/CD tools', 'DevOps tools'],
    ARRAY['Package management', 'Software deployment', 'Configuration management', 'DevOps workflows'],
    ARRAY['Red Hat ecosystem', 'Easy to use', 'Large repository', 'Good documentation', 'Reliable'],
    ARRAY['Red Hat only', 'Security issues', 'Performance issues', 'Version conflicts'],
    'GPL',
    ARRAY['Package Management', 'Software Deployment', 'Configuration Management', 'DevOps Workflows', 'Red Hat Administration']),
('Snyk', 'security', 'easy', 'excellent', true, true,
    ARRAY['Security scanning', 'Vulnerability management', 'Dependency analysis', 'Compliance'],
    ARRAY['CI/CD tools', 'Code repositories', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Security scanning', 'Vulnerability management', 'Dependency analysis', 'DevOps workflows'],
    ARRAY['Security scanning', 'Good integration', 'Easy to use', 'Comprehensive', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Limited features on free tier', 'Vendor lock-in'],
    'Commercial',
    ARRAY['Security Scanning', 'Vulnerability Management', 'Dependency Analysis', 'DevOps Workflows', 'Application Security']),
('SonarQube', 'security', 'medium', 'excellent', true, true,
    ARRAY['Code quality', 'Security scanning', 'Vulnerability management', 'Compliance'],
    ARRAY['CI/CD tools', 'Code repositories', 'IDEs', 'DevOps tools'],
    ARRAY['Code quality', 'Security scanning', 'Vulnerability management', 'DevOps workflows'],
    ARRAY['Code quality', 'Good integration', 'Open source', 'Comprehensive', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'LGPL',
    ARRAY['Code Quality', 'Security Scanning', 'Vulnerability Management', 'DevOps Workflows', 'Application Security']),
('Checkmarx', 'security', 'medium', 'excellent', true, true,
    ARRAY['Security scanning', 'Vulnerability management', 'Static analysis', 'Compliance'],
    ARRAY['CI/CD tools', 'Code repositories', 'IDEs', 'DevOps tools'],
    ARRAY['Security scanning', 'Vulnerability management', 'Static analysis', 'DevOps workflows'],
    ARRAY['Security scanning', 'Good integration', 'Enterprise features', 'Comprehensive', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Complex setup', 'Vendor lock-in'],
    'Commercial',
    ARRAY['Security Scanning', 'Vulnerability Management', 'Static Analysis', 'DevOps Workflows', 'Application Security']),
('Veracode', 'security', 'medium', 'excellent', true, true,
    ARRAY['Security scanning', 'Vulnerability management', 'Static analysis', 'Compliance'],
    ARRAY['CI/CD tools', 'Code repositories', 'IDEs', 'DevOps tools'],
    ARRAY['Security scanning', 'Vulnerability management', 'Static analysis', 'DevOps workflows'],
    ARRAY['Security scanning', 'Good integration', 'Enterprise features', 'Comprehensive', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Complex setup', 'Vendor lock-in'],
    'Commercial',
    ARRAY['Security Scanning', 'Vulnerability Management', 'Static Analysis', 'DevOps Workflows', 'Application Security']),
('OWASP ZAP', 'security', 'medium', 'good', false, true,
    ARRAY['Security scanning', 'Vulnerability management', 'Web application testing', 'Penetration testing'],
    ARRAY['Web applications', 'CI/CD tools', 'DevOps tools', 'Security tools'],
    ARRAY['Security scanning', 'Vulnerability management', 'Web application testing', 'DevOps workflows'],
    ARRAY['Security scanning', 'Good integration', 'Open source', 'Comprehensive', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Security Scanning', 'Vulnerability Management', 'Web Application Testing', 'DevOps Workflows', 'Web Security']),
('Burp Suite', 'security', 'medium', 'good', false, true,
    ARRAY['Security scanning', 'Vulnerability management', 'Web application testing', 'Penetration testing'],
    ARRAY['Web applications', 'CI/CD tools', 'DevOps tools', 'Security tools'],
    ARRAY['Security scanning', 'Vulnerability management', 'Web application testing', 'DevOps workflows'],
    ARRAY['Security scanning', 'Good integration', 'Comprehensive', 'Reliable', 'Professional'],
    ARRAY['Cost', 'Learning curve', 'Complex setup', 'Resource intensive'],
    'Commercial',
    ARRAY['Security Scanning', 'Vulnerability Management', 'Web Application Testing', 'DevOps Workflows', 'Web Security']),
  
('Nessus', 'security', 'medium', 'excellent', false, true,
    ARRAY['Vulnerability scanning', 'Security assessment', 'Compliance checking', 'Risk management'],
    ARRAY['Network devices', 'Servers', 'Applications', 'Cloud platforms'],
    ARRAY['Vulnerability scanning', 'Security assessment', 'Compliance checking', 'DevOps workflows'],
    ARRAY['Comprehensive scanning', 'Good documentation', 'Large database', 'Reliable', 'Professional'],
    ARRAY['Cost', 'Learning curve', 'Resource intensive', 'Limited free version'],
    'Commercial',
    ARRAY['Vulnerability Scanning', 'Security Assessment', 'Compliance Checking', 'DevOps Workflows', 'Enterprise Security']),
('OpenVAS', 'security', 'medium', 'good', false, true,
    ARRAY['Vulnerability scanning', 'Security assessment', 'Compliance checking', 'Risk management'],
    ARRAY['Network devices', 'Servers', 'Applications', 'Cloud platforms'],
    ARRAY['Vulnerability scanning', 'Security assessment', 'Compliance checking', 'DevOps workflows'],
    ARRAY['Open source', 'Comprehensive scanning', 'Good documentation', 'Reliable', 'Professional'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Limited support'],
    'GPLv2',
    ARRAY['Vulnerability Scanning', 'Security Assessment', 'Compliance Checking', 'DevOps Workflows', 'Enterprise Security']),
('Metasploit', 'security', 'hard', 'good', false, true,
    ARRAY['Penetration testing', 'Vulnerability assessment', 'Exploit development', 'Security research'],
    ARRAY['Network devices', 'Servers', 'Applications', 'Security tools'],
    ARRAY['Penetration testing', 'Vulnerability assessment', 'Security research', 'DevOps workflows'],
    ARRAY['Penetration testing', 'Good documentation', 'Large database', 'Reliable', 'Professional'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Security risks'],
    'BSD',
    ARRAY['Penetration Testing', 'Vulnerability Assessment', 'Security Research', 'DevOps Workflows', 'Enterprise Security']),
('Wireshark', 'monitoring', 'medium', 'good', false, true,
    ARRAY['Network analysis', 'Protocol analysis', 'Packet capture', 'Troubleshooting'],
    ARRAY['Network devices', 'Servers', 'Applications', 'Security tools'],
    ARRAY['Network analysis', 'Protocol analysis', 'Troubleshooting', 'DevOps workflows'],
    ARRAY['Network analysis', 'Good documentation', 'Large community', 'Reliable', 'Professional'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Limited automation'],
    'GPLv2',
    ARRAY['Network Analysis', 'Protocol Analysis', 'Troubleshooting', 'DevOps Workflows', 'Network Security']),
('tcpdump', 'monitoring', 'hard', 'good', false, true,
    ARRAY['Network analysis', 'Protocol analysis', 'Packet capture', 'Troubleshooting'],
    ARRAY['Network devices', 'Servers', 'Applications', 'Security tools'],
    ARRAY['Network analysis', 'Protocol analysis', 'Troubleshooting', 'DevOps workflows'],
    ARRAY['Network analysis', 'Lightweight', 'Reliable', 'Professional', 'Command-line'],
    ARRAY['Learning curve', 'Complex usage', 'Limited features', 'No GUI'],
    'BSD',
    ARRAY['Network Analysis', 'Protocol Analysis', 'Troubleshooting', 'DevOps Workflows', 'Network Security']),
('Netdata', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['System monitoring', 'Performance monitoring', 'Real-time monitoring', 'Alerting'],
    ARRAY['Servers', 'Applications', 'Databases', 'Cloud platforms'],
    ARRAY['System monitoring', 'Performance monitoring', 'Real-time monitoring', 'DevOps workflows'],
    ARRAY['Real-time monitoring', 'Easy to use', 'Lightweight', 'Good documentation', 'Open source'],
    ARRAY['Learning curve', 'Resource intensive', 'Limited historical data', 'Configuration complexity'],
    'GPLv3',
    ARRAY['System Monitoring', 'Performance Monitoring', 'Real-time Monitoring', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Telegraf', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Metrics collection', 'Data aggregation', 'Plugin system', 'Data processing'],
    ARRAY['Servers', 'Applications', 'Databases', 'Cloud platforms'],
    ARRAY['Metrics collection', 'Data aggregation', 'Data processing', 'DevOps workflows'],
    ARRAY['Metrics collection', 'Good integration', 'Open source', 'Lightweight', 'Flexible'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'MIT',
    ARRAY['Metrics Collection', 'Data Aggregation', 'Data Processing', 'DevOps Workflows', 'Infrastructure Monitoring']),
('InfluxDB', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Time series database', 'Metrics storage', 'Data analysis', 'Query processing'],
    ARRAY['Monitoring tools', 'Applications', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Time series database', 'Metrics storage', 'Data analysis', 'DevOps workflows'],
    ARRAY['Time series database', 'Good performance', 'Open source', 'Reliable', 'Scalable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'MIT',
    ARRAY['Time Series Database', 'Metrics Storage', 'Data Analysis', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Grafana Loki', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Log aggregation', 'Log management', 'Log analysis', 'Log querying'],
    ARRAY['Applications', 'Servers', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Log aggregation', 'Log management', 'Log analysis', 'DevOps workflows'],
    ARRAY['Log aggregation', 'Good integration', 'Open source', 'Lightweight', 'Scalable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Log Aggregation', 'Log Management', 'Log Analysis', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Fluentd', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Log collection', 'Log aggregation', 'Log processing', 'Log forwarding'],
    ARRAY['Applications', 'Servers', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Log collection', 'Log aggregation', 'Log processing', 'DevOps workflows'],
    ARRAY['Log collection', 'Good integration', 'Open source', 'Lightweight', 'Flexible'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Log Collection', 'Log Aggregation', 'Log Processing', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Logstash', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Log collection', 'Log aggregation', 'Log processing', 'Log forwarding'],
    ARRAY['Applications', 'Servers', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Log collection', 'Log aggregation', 'Log processing', 'DevOps workflows'],
    ARRAY['Log collection', 'Good integration', 'Open source', 'Flexible', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Log Collection', 'Log Aggregation', 'Log Processing', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Filebeat', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Log collection', 'Log forwarding', 'Log shipping', 'Log monitoring'],
    ARRAY['Applications', 'Servers', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Log collection', 'Log forwarding', 'Log shipping', 'DevOps workflows'],
    ARRAY['Log collection', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Log Collection', 'Log Forwarding', 'Log Shipping', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Metricbeat', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Metrics collection', 'Metrics forwarding', 'Metrics shipping', 'Metrics monitoring'],
    ARRAY['Applications', 'Servers', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Metrics collection', 'Metrics forwarding', 'Metrics shipping', 'DevOps workflows'],
    ARRAY['Metrics collection', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Metrics Collection', 'Metrics Forwarding', 'Metrics Shipping', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Heartbeat', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Uptime monitoring', 'Health checking', 'Availability monitoring', 'Alerting'],
    ARRAY['Applications', 'Servers', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Uptime monitoring', 'Health checking', 'Availability monitoring', 'DevOps workflows'],
    ARRAY['Uptime monitoring', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Uptime Monitoring', 'Health Checking', 'Availability Monitoring', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Auditbeat', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Audit logging', 'Security monitoring', 'Compliance monitoring', 'Event tracking'],
    ARRAY['Applications', 'Servers', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Audit logging', 'Security monitoring', 'Compliance monitoring', 'DevOps workflows'],
    ARRAY['Audit logging', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Audit Logging', 'Security Monitoring', 'Compliance Monitoring', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Packetbeat', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Network monitoring', 'Packet capture', 'Protocol analysis', 'Network performance'],
    ARRAY['Network devices', 'Servers', 'Applications', 'Cloud platforms'],
    ARRAY['Network monitoring', 'Packet capture', 'Protocol analysis', 'DevOps workflows'],
    ARRAY['Network monitoring', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Network Monitoring', 'Packet Capture', 'Protocol Analysis', 'DevOps Workflows', 'Infrastructure Monitoring']),
('Winlogbeat', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Windows log collection', 'Event log monitoring', 'Security monitoring', 'Compliance monitoring'],
    ARRAY['Windows servers', 'Applications', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Windows log collection', 'Event log monitoring', 'Security monitoring', 'DevOps workflows'],
    ARRAY['Windows logs', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Windows only', 'Learning curve', 'Limited features', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Windows Log Collection', 'Event Log Monitoring', 'Security Monitoring', 'DevOps Workflows', 'Windows Infrastructure']),

('Jaeger', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'Request tracing'],
    ARRAY['Microservices', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'DevOps workflows'],
    ARRAY['Distributed tracing', 'Good integration', 'Open source', 'Cloud native', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Distributed Tracing', 'Performance Monitoring', 'Service Monitoring', 'DevOps Workflows', 'Microservices']),
('Zipkin', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'Request tracing'],
    ARRAY['Microservices', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'DevOps workflows'],
    ARRAY['Distributed tracing', 'Good integration', 'Open source', 'Lightweight', 'Reliable'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Distributed Tracing', 'Performance Monitoring', 'Service Monitoring', 'DevOps Workflows', 'Microservices']),
('OpenTelemetry', 'monitoring', 'medium', 'excellent', true, true,
    ARRAY['Distributed tracing', 'Metrics collection', 'Log collection', 'Observability'],
    ARRAY['Microservices', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Distributed tracing', 'Metrics collection', 'Log collection', 'DevOps workflows'],
    ARRAY['Observability', 'Good integration', 'Open source', 'Cloud native', 'Standardized'],
    ARRAY['Learning curve', 'Complex setup', 'Resource intensive', 'Configuration complexity'],
    'Apache 2.0',
    ARRAY['Distributed Tracing', 'Metrics Collection', 'Log Collection', 'DevOps Workflows', 'Microservices']),
('Honeycomb', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'Observability'],
    ARRAY['Microservices', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'DevOps workflows'],
    ARRAY['Observability', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Distributed Tracing', 'Performance Monitoring', 'Service Monitoring', 'DevOps Workflows', 'Microservices']),
('Lightstep', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'Observability'],
    ARRAY['Microservices', 'Cloud platforms', 'Applications', 'DevOps tools'],
    ARRAY['Distributed tracing', 'Performance monitoring', 'Service monitoring', 'DevOps workflows'],
    ARRAY['Observability', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Distributed Tracing', 'Performance Monitoring', 'Service Monitoring', 'DevOps Workflows', 'Microservices']),
('AWS CloudWatch', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Cloud monitoring', 'Application monitoring', 'Log management', 'Metrics collection'],
    ARRAY['AWS services', 'Applications', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Cloud monitoring', 'Application monitoring', 'Log management', 'DevOps workflows'],
    ARRAY['AWS integration', 'Managed service', 'Good documentation', 'Reliable', 'Comprehensive'],
    ARRAY['AWS dependency', 'Cost', 'Learning curve', 'Limited flexibility'],
    'Commercial',
    ARRAY['Cloud Monitoring', 'Application Monitoring', 'Log Management', 'DevOps Workflows', 'AWS Cloud']),
('Azure Monitor', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Cloud monitoring', 'Application monitoring', 'Log management', 'Metrics collection'],
    ARRAY['Azure services', 'Applications', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Cloud monitoring', 'Application monitoring', 'Log management', 'DevOps workflows'],
    ARRAY['Azure integration', 'Managed service', 'Good documentation', 'Reliable', 'Comprehensive'],
    ARRAY['Azure dependency', 'Cost', 'Learning curve', 'Limited flexibility'],
    'Commercial',
    ARRAY['Cloud Monitoring', 'Application Monitoring', 'Log Management', 'DevOps Workflows', 'Azure Cloud']),
('Google Cloud Monitoring', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Cloud monitoring', 'Application monitoring', 'Log management', 'Metrics collection'],
    ARRAY['GCP services', 'Applications', 'Cloud platforms', 'DevOps tools'],
    ARRAY['Cloud monitoring', 'Application monitoring', 'Log management', 'DevOps workflows'],
    ARRAY['GCP integration', 'Managed service', 'Good documentation', 'Reliable', 'Comprehensive'],
    ARRAY['GCP dependency', 'Cost', 'Learning curve', 'Limited flexibility'],
    'Commercial',
    ARRAY['Cloud Monitoring', 'Application Monitoring', 'Log Management', 'DevOps Workflows', 'GCP Cloud']),
('Datadog APM', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'Error tracking'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'DevOps workflows'],
    ARRAY['APM features', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Application Monitoring', 'Performance Monitoring', 'Distributed Tracing', 'DevOps Workflows', 'Application Performance']),
('New Relic APM', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'Error tracking'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'DevOps workflows'],
    ARRAY['APM features', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Application Monitoring', 'Performance Monitoring', 'Distributed Tracing', 'DevOps Workflows', 'Application Performance']),
('Dynatrace', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'AI-powered insights'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'DevOps workflows'],
    ARRAY['AI-powered', 'Good integration', 'Easy to use', 'Cloud native', 'Comprehensive'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Application Monitoring', 'Performance Monitoring', 'Distributed Tracing', 'DevOps Workflows', 'Application Performance']),
('AppDynamics', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'Business metrics'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Application monitoring', 'Performance monitoring', 'Distributed tracing', 'DevOps workflows'],
    ARRAY['Business metrics', 'Good integration', 'Easy to use', 'Cloud native', 'Comprehensive'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Application Monitoring', 'Performance Monitoring', 'Distributed Tracing', 'DevOps Workflows', 'Application Performance']),
('Raygun', 'monitoring', 'easy', 'good', true, true,
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'Real user monitoring'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'DevOps workflows'],
    ARRAY['Error tracking', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Error Monitoring', 'Performance Monitoring', 'User Monitoring', 'DevOps Workflows', 'Application Performance']),
('Sentry', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'Real user monitoring'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'DevOps workflows'],
    ARRAY['Error tracking', 'Good integration', 'Open source', 'Cloud native', 'Reliable'],
    ARRAY['Learning curve', 'Resource intensive', 'Limited features on free tier', 'Configuration complexity'],
    'BSD',
    ARRAY['Error Monitoring', 'Performance Monitoring', 'User Monitoring', 'DevOps Workflows', 'Application Performance']),
('Rollbar', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'Real user monitoring'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'DevOps workflows'],
    ARRAY['Error tracking', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Error Monitoring', 'Performance Monitoring', 'User Monitoring', 'DevOps Workflows', 'Application Performance']),
('Bugsnag', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'Real user monitoring'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'DevOps workflows'],
    ARRAY['Error tracking', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Error Monitoring', 'Performance Monitoring', 'User Monitoring', 'DevOps Workflows', 'Application Performance']),
('Airbrake', 'monitoring', 'easy', 'excellent', true, true,
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'Real user monitoring'],
    ARRAY['Applications', 'Cloud platforms', 'DevOps tools', 'Monitoring tools'],
    ARRAY['Error monitoring', 'Performance monitoring', 'User monitoring', 'DevOps workflows'],
    ARRAY['Error tracking', 'Good integration', 'Easy to use', 'Cloud native', 'Reliable'],
    ARRAY['Cost', 'Learning curve', 'Vendor lock-in', 'Limited features on free tier'],
    'Commercial',
    ARRAY['Error Monitoring', 'Performance Monitoring', 'User Monitoring', 'DevOps Workflows', 'Application Performance']);
    
    
    INSERT INTO ai_ml_technologies (
    name, ml_type, language_support, gpu_acceleration, cloud_integration, pretrained_models, 
    ease_of_deployment, model_accuracy_potential, primary_use_cases, strengths, weaknesses, 
    license_type, domain
) VALUES
('TensorFlow', 'deep-learning', ARRAY['python', 'javascript', 'c++', 'java'], true, true, true, 75, 95,
    ARRAY['Deep learning models', 'Computer vision', 'Natural language processing', 'Recommendation systems'],
    ARRAY['Industry standard', 'Google backing', 'Production ready', 'Large ecosystem', 'TensorBoard visualization'],
    ARRAY['Steep learning curve', 'Complex API', 'Large memory usage', 'Verbose code'],
    'Apache 2.0',
    ARRAY['Computer Vision', 'Natural Language Processing', 'Recommendation Systems', 'Enterprise AI', 'Data Analytics']),
('PyTorch', 'deep-learning', ARRAY['python', 'c++'], true, true, true, 80, 95,
    ARRAY['Research projects', 'Computer vision', 'NLP models', 'Prototype development'],
    ARRAY['Pythonic API', 'Dynamic graphs', 'Research friendly', 'Strong community', 'Easy debugging'],
    ARRAY['Less production ready', 'Smaller ecosystem', 'Memory intensive', 'Facebook dependency'],
    'BSD',
    ARRAY['Research AI', 'Computer Vision', 'Natural Language Processing', 'Prototyping', 'Academic Projects']),
('Scikit-learn', 'machine-learning', ARRAY['python'], false, false, true, 90, 85,
    ARRAY['Classification', 'Regression', 'Clustering', 'Data preprocessing', 'Model evaluation'],
    ARRAY['Easy to use', 'Well documented', 'Consistent API', 'Wide algorithm coverage', 'Great for beginners'],
    ARRAY['No deep learning', 'No GPU support', 'Limited scalability', 'Python only'],
    'BSD',
    ARRAY['Data Analytics', 'Business Intelligence', 'Predictive Modeling', 'Education', 'Small-scale ML']),
('Hugging Face', 'nlp', ARRAY['python', 'javascript'], true, true, true, 85, 92,
    ARRAY['Text generation', 'Sentiment analysis', 'Language translation', 'Question answering'],
    ARRAY['Pre-trained models', 'Easy to use', 'Large model hub', 'Community driven', 'Transformer focus'],
    ARRAY['NLP focused', 'Model size limitations', 'Internet dependency', 'Limited customization'],
    'Apache 2.0',
    ARRAY['Natural Language Processing', 'Chatbots', 'Content Generation', 'Customer Support', 'Language Translation']),
('OpenAI API', 'nlp', ARRAY['python', 'javascript', 'curl'], false, true, true, 95, 98,
    ARRAY['Text generation', 'Code completion', 'Chatbots', 'Content creation', 'Language understanding'],
    ARRAY['State-of-the-art models', 'Easy integration', 'No training required', 'Excellent documentation', 'Regular updates'],
    ARRAY['API costs', 'Data privacy concerns', 'Rate limits', 'External dependency', 'Limited customization'],
    'Proprietary',
    ARRAY['Chatbots', 'Content Creation', 'Customer Support', 'Code Automation', 'SaaS Applications']),
('Keras', 'deep-learning', ARRAY['python', 'r'], true, true, true, 85, 90,
    ARRAY['Neural networks', 'Deep learning', 'Computer vision', 'Natural language processing'],
    ARRAY['User-friendly API', 'Modular design', 'Easy prototyping', 'Good documentation', 'TensorFlow backend'],
    ARRAY['Limited flexibility', 'Abstraction overhead', 'TensorFlow dependency', 'Less control'],
    'MIT',
    ARRAY['Deep Learning', 'Computer Vision', 'Natural Language Processing', 'Education', 'Rapid Prototyping']),
('MXNet', 'deep-learning', ARRAY['python', 'c++', 'java', 'scala', 'julia'], true, true, true, 70, 92,
    ARRAY['Deep learning', 'Computer vision', 'Natural language processing', 'Recommendation systems'],
    ARRAY['Lightweight', 'Scalable', 'Multi-language', 'Good performance', 'Amazon backing'],
    ARRAY['Smaller community', 'Limited documentation', 'Less popular', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Deep Learning', 'Computer Vision', 'Natural Language Processing', 'Enterprise AI', 'Cloud Computing']),
('Caffe', 'deep-learning', ARRAY['python', 'c++', 'matlab'], true, false, true, 60, 88,
    ARRAY['Computer vision', 'Image processing', 'Deep learning', 'Convolutional networks'],
    ARRAY['Fast performance', 'Good for vision', 'C++ core', 'Research oriented', 'Model zoo'],
    ARRAY['Limited flexibility', 'Python wrapper', 'Steep learning curve', 'Less maintained'],
    'BSD',
    ARRAY['Computer Vision', 'Image Processing', 'Deep Learning', 'Research Projects', 'Academic Applications']),
('Theano', 'deep-learning', ARRAY['python'], true, false, true, 65, 85,
    ARRAY['Deep learning', 'Neural networks', 'Mathematical optimization', 'Research'],
    ARRAY['Mathematical foundation', 'Good performance', 'Research oriented', 'Flexible', 'Optimization focused'],
    ARRAY['Deprecated', 'Limited support', 'Complex API', 'Steep learning curve'],
    'BSD',
    ARRAY['Deep Learning', 'Neural Networks', 'Mathematical Optimization', 'Research Projects', 'Academic Applications']),
('CNTK', 'deep-learning', ARRAY['python', 'c++', 'c#'], true, true, true, 65, 90,
    ARRAY['Deep learning', 'Computer vision', 'Speech recognition', 'Natural language processing'],
    ARRAY['Microsoft backing', 'Good performance', 'Production ready', 'Multi-language', 'Enterprise features'],
    ARRAY['Complex API', 'Limited community', 'Steep learning curve', 'Less popular'],
    'MIT',
    ARRAY['Deep Learning', 'Computer Vision', 'Speech Recognition', 'Enterprise AI', 'Microsoft Ecosystem']),
('XGBoost', 'machine-learning', ARRAY['python', 'r', 'java', 'c++', 'julia'], true, true, true, 80, 92,
    ARRAY['Gradient boosting', 'Classification', 'Regression', 'Kaggle competitions', 'Data mining'],
    ARRAY['High performance', 'Regularization', 'Missing value handling', 'Cross-platform', 'Popular in competitions'],
    ARRAY['Complex parameters', 'Memory intensive', 'Overfitting risk', 'Steep learning curve'],
    'Apache 2.0',
    ARRAY['Gradient Boosting', 'Classification', 'Regression', 'Data Mining', 'Competitive Analytics']),
('LightGBM', 'machine-learning', ARRAY['python', 'r', 'c++'], true, true, true, 75, 90,
    ARRAY['Gradient boosting', 'Classification', 'Regression', 'Large datasets', 'Data mining'],
    ARRAY['Fast training', 'Memory efficient', 'Good accuracy', 'Microsoft backing', 'Scalable'],
    ARRAY['Complex parameters', 'Overfitting risk', 'Limited documentation', 'Steep learning curve'],
    'MIT',
    ARRAY['Gradient Boosting', 'Classification', 'Regression', 'Large Datasets', 'Data Mining']),
('CatBoost', 'machine-learning', ARRAY['python', 'r', 'c++', 'java'], true, true, true, 75, 88,
    ARRAY['Gradient boosting', 'Classification', 'Regression', 'Categorical features', 'Data mining'],
    ARRAY['Categorical handling', 'Good accuracy', 'Yandex backing', 'Robust', 'Easy to use'],
    ARRAY['Complex parameters', 'Memory intensive', 'Overfitting risk', 'Limited community'],
    'Apache 2.0',
    ARRAY['Gradient Boosting', 'Classification', 'Regression', 'Categorical Features', 'Data Mining']),
('Random Forest', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 85, 82,
    ARRAY['Classification', 'Regression', 'Feature selection', 'Ensemble learning', 'Data mining'],
    ARRAY['Easy to use', 'Robust', 'Feature importance', 'No overfitting', 'Good accuracy'],
    ARRAY['Black box', 'Memory intensive', 'Slow prediction', 'Limited interpretability'],
    'BSD',
    ARRAY['Classification', 'Regression', 'Feature Selection', 'Ensemble Learning', 'Data Mining']),
('Decision Trees', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 90, 75,
    ARRAY['Classification', 'Regression', 'Feature selection', 'Decision making', 'Data mining'],
    ARRAY['Easy to interpret', 'Fast training', 'No preprocessing', 'Visualizable', 'Simple'],
    ARRAY['Overfitting', 'Unstable', 'Limited complexity', 'Poor accuracy'],
    'BSD',
    ARRAY['Classification', 'Regression', 'Feature Selection', 'Decision Making', 'Data Mining']),
('SVM', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 70, 85,
    ARRAY['Classification', 'Regression', 'Outlier detection', 'Pattern recognition', 'Data mining'],
    ARRAY['Effective in high dimensions', 'Memory efficient', 'Versatile', 'Good accuracy', 'Well studied'],
    ARRAY['Complex parameters', 'Slow training', 'Black box', 'Sensitive to parameters'],
    'BSD',
    ARRAY['Classification', 'Regression', 'Outlier Detection', 'Pattern Recognition', 'Data Mining']),
('K-Means', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 85, 70,
    ARRAY['Clustering', 'Segmentation', 'Data mining', 'Pattern recognition', 'Unsupervised learning'],
    ARRAY['Simple', 'Fast', 'Scalable', 'Easy to understand', 'Widely used'],
    ARRAY['Sensitive to initialization', 'Fixed clusters', 'Outlier sensitive', 'Limited complexity'],
    'BSD',
    ARRAY['Clustering', 'Segmentation', 'Data Mining', 'Pattern Recognition', 'Unsupervised Learning']),
('DBSCAN', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 75, 75,
    ARRAY['Clustering', 'Outlier detection', 'Density-based clustering', 'Data mining', 'Pattern recognition'],
    ARRAY['No cluster number', 'Outlier detection', 'Density based', 'Arbitrary shapes', 'Robust'],
    ARRAY['Parameter sensitive', 'Slow performance', 'Complex implementation', 'Memory intensive'],
    'BSD',
    ARRAY['Clustering', 'Outlier Detection', 'Density-based Clustering', 'Data Mining', 'Pattern Recognition']),
('Hierarchical Clustering', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 80, 72,
    ARRAY['Clustering', 'Hierarchical analysis', 'Data mining', 'Pattern recognition', 'Unsupervised learning'],
    ARRAY['Hierarchical structure', 'No cluster number', 'Visualizable', 'Flexible', 'Interpretable'],
    ARRAY['Slow performance', 'Memory intensive', 'Complex implementation', 'Sensitive to noise'],
    'BSD',
    ARRAY['Clustering', 'Hierarchical Analysis', 'Data Mining', 'Pattern Recognition', 'Unsupervised Learning']),

('PCA', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 85, 70,
    ARRAY['Dimensionality reduction', 'Feature extraction', 'Data visualization', 'Data preprocessing'],
    ARRAY['Simple', 'Fast', 'Widely used', 'Good documentation', 'Interpretable'],
    ARRAY['Linear only', 'Information loss', 'Parameter sensitive', 'Limited complexity'],
    'BSD',
    ARRAY['Dimensionality Reduction', 'Feature Extraction', 'Data Visualization', 'Data Preprocessing', 'Data Analytics']),
('t-SNE', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 75, 80,
    ARRAY['Dimensionality reduction', 'Data visualization', 'Feature extraction', 'Data exploration'],
    ARRAY['Non-linear', 'Good visualization', 'Preserves structure', 'Widely used', 'Effective'],
    ARRAY['Slow performance', 'Parameter sensitive', 'Stochastic', 'Memory intensive'],
    'BSD',
    ARRAY['Dimensionality Reduction', 'Data Visualization', 'Feature Extraction', 'Data Exploration', 'Data Analytics']),
('UMAP', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 80, 85,
    ARRAY['Dimensionality reduction', 'Data visualization', 'Feature extraction', 'Data exploration'],
    ARRAY['Fast performance', 'Good visualization', 'Preserves structure', 'Scalable', 'Modern'],
    ARRAY['Parameter sensitive', 'Complex implementation', 'Limited documentation', 'New technology'],
    'BSD',
    ARRAY['Dimensionality Reduction', 'Data Visualization', 'Feature Extraction', 'Data Exploration', 'Data Analytics']),
('LDA', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 80, 75,
    ARRAY['Topic modeling', 'Text analysis', 'Document classification', 'Feature extraction'],
    ARRAY['Topic modeling', 'Interpretable', 'Unsupervised', 'Text focused', 'Widely used'],
    ARRAY['Linear assumption', 'Parameter sensitive', 'Limited complexity', 'Text specific'],
    'BSD',
    ARRAY['Topic Modeling', 'Text Analysis', 'Document Classification', 'Feature Extraction', 'Text Analytics']),
('NMF', 'machine-learning', ARRAY['python', 'r', 'java', 'c++'], false, false, true, 75, 72,
    ARRAY['Topic modeling', 'Dimensionality reduction', 'Feature extraction', 'Data mining'],
    ARRAY['Non-negative', 'Interpretable', 'Unsupervised', 'Flexible', 'Widely used'],
    ARRAY['Parameter sensitive', 'Limited complexity', 'Slow performance', 'Memory intensive'],
    'BSD',
    ARRAY['Topic Modeling', 'Dimensionality Reduction', 'Feature Extraction', 'Data Mining', 'Text Analytics']),
('Gensim', 'nlp', ARRAY['python'], false, false, true, 80, 80,
    ARRAY['Topic modeling', 'Word embeddings', 'Document similarity', 'Text analysis'],
    ARRAY['Topic modeling', 'Word embeddings', 'Document similarity', 'Text focused', 'Easy to use'],
    ARRAY['Limited deep learning', 'Python only', 'Small community', 'Limited documentation'],
    'LGPL',
    ARRAY['Topic Modeling', 'Word Embeddings', 'Document Similarity', 'Text Analysis', 'Text Analytics']),
('spaCy', 'nlp', ARRAY['python'], false, false, true, 85, 85,
    ARRAY['Text processing', 'Named entity recognition', 'Dependency parsing', 'Text classification'],
    ARRAY['Industrial strength', 'Fast performance', 'Pre-trained models', 'Good documentation', 'Production ready'],
    ARRAY['Limited deep learning', 'Python only', 'Memory intensive', 'Complex setup'],
    'MIT',
    ARRAY['Text Processing', 'Named Entity Recognition', 'Dependency Parsing', 'Text Classification', 'NLP Applications']),
('NLTK', 'nlp', ARRAY['python'], false, false, true, 90, 75,
    ARRAY['Text processing', 'Tokenization', 'Stemming', 'Lemmatization', 'Text analysis'],
    ARRAY['Comprehensive', 'Educational', 'Well documented', 'Large corpus', 'Easy to learn'],
    ARRAY['Slow performance', 'Academic focus', 'Limited production use', 'Memory intensive'],
    'Apache 2.0',
    ARRAY['Text Processing', 'Tokenization', 'Stemming', 'Lemmatization', 'Text Analytics', 'Education']),
('Stanford NLP', 'nlp', ARRAY['java'], false, false, true, 70, 88,
    ARRAY['Text processing', 'Named entity recognition', 'Dependency parsing', 'Coreference resolution'],
    ARRAY['High accuracy', 'Comprehensive', 'Research oriented', 'Well documented', 'Academic backing'],
    ARRAY['Java only', 'Slow performance', 'Complex setup', 'Limited community'],
    'GPL',
    ARRAY['Text Processing', 'Named Entity Recognition', 'Dependency Parsing', 'Coreference Resolution', 'Research NLP']),
('OpenNLP', 'nlp', ARRAY['java'], false, false, true, 75, 80,
    ARRAY['Text processing', 'Named entity recognition', 'Tokenization', 'Sentence detection'],
    ARRAY['Open source', 'Java based', 'Machine learning', 'Production ready', 'Well documented'],
    ARRAY['Java only', 'Limited features', 'Slow performance', 'Small community'],
    'Apache 2.0',
    ARRAY['Text Processing', 'Named Entity Recognition', 'Tokenization', 'Sentence Detection', 'Java NLP']),
('Apache OpenNLP', 'nlp', ARRAY['java'], false, false, true, 75, 80,
    ARRAY['Text processing', 'Named entity recognition', 'Tokenization', 'Sentence detection'],
    ARRAY['Apache backing', 'Open source', 'Machine learning', 'Production ready', 'Well documented'],
    ARRAY['Java only', 'Limited features', 'Slow performance', 'Small community'],
    'Apache 2.0',
    ARRAY['Text Processing', 'Named Entity Recognition', 'Tokenization', 'Sentence Detection', 'Apache NLP']),
('CoreNLP', 'nlp', ARRAY['java'], false, false, true, 70, 88,
    ARRAY['Text processing', 'Named entity recognition', 'Dependency parsing', 'Coreference resolution'],
    ARRAY['Stanford backing', 'High accuracy', 'Comprehensive', 'Research oriented', 'Well documented'],
    ARRAY['Java only', 'Slow performance', 'Complex setup', 'Limited community'],
    'GPL',
    ARRAY['Text Processing', 'Named Entity Recognition', 'Dependency Parsing', 'Coreference Resolution', 'Stanford NLP']),
('BERT', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 95,
    ARRAY['Text classification', 'Question answering', 'Named entity recognition', 'Text generation'],
    ARRAY['State-of-the-art', 'Pre-trained', 'Transfer learning', 'Google backing', 'Versatile'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Classification', 'Question Answering', 'Named Entity Recognition', 'Text Generation', 'Advanced NLP']),
('GPT', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 96,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['State-of-the-art', 'Large scale', 'OpenAI backing', 'Versatile', 'Creative'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference', 'Costly'],
    'MIT',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Advanced NLP']),
('T5', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 94,
    ARRAY['Text generation', 'Translation', 'Summarization', 'Question answering'],
    ARRAY['Text-to-text', 'Versatile', 'Google backing', 'Pre-trained', 'State-of-the-art'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Translation', 'Summarization', 'Question Answering', 'Advanced NLP']),
('RoBERTa', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 94,
    ARRAY['Text classification', 'Question answering', 'Named entity recognition', 'Text generation'],
    ARRAY['Optimized BERT', 'High accuracy', 'Facebook backing', 'Pre-trained', 'Robust'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Classification', 'Question Answering', 'Named Entity Recognition', 'Text Generation', 'Advanced NLP']),
('DistilBERT', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 85, 90,
    ARRAY['Text classification', 'Question answering', 'Named entity recognition', 'Text generation'],
    ARRAY['Lightweight BERT', 'Fast inference', 'Good accuracy', 'Hugging Face', 'Production ready'],
    ARRAY['Less accurate', 'Limited features', 'Resource intensive', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Text Classification', 'Question Answering', 'Named Entity Recognition', 'Text Generation', 'Lightweight NLP']),
('ALBERT', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 92,
    ARRAY['Text classification', 'Question answering', 'Named entity recognition', 'Text generation'],
    ARRAY['Parameter efficient', 'Good accuracy', 'Google backing', 'Pre-trained', 'Lightweight'],
    ARRAY['Complex training', 'Resource intensive', 'Limited features', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Text Classification', 'Question Answering', 'Named Entity Recognition', 'Text Generation', 'Efficient NLP']),
   
('ELECTRA', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 92,
    ARRAY['Text classification', 'Question answering', 'Named entity recognition', 'Text generation'],
    ARRAY['Efficient training', 'High accuracy', 'Google backing', 'Pre-trained', 'Innovative'],
    ARRAY['Complex training', 'Resource intensive', 'Limited features', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Text Classification', 'Question Answering', 'Named Entity Recognition', 'Text Generation', 'Efficient NLP']),
('XLNet', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 93,
    ARRAY['Text classification', 'Question answering', 'Named entity recognition', 'Text generation'],
    ARRAY['Autoregressive', 'High accuracy', 'CMU backing', 'Pre-trained', 'State-of-the-art'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Classification', 'Question Answering', 'Named Entity Recognition', 'Text Generation', 'Advanced NLP']),
('GPT-2', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 90,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Pre-trained', 'OpenAI backing', 'Versatile', 'Creative'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'MIT',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Open Source NLP']),
('GPT-3', 'nlp', ARRAY['python', 'javascript', 'curl'], false, true, true, 90, 97,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['State-of-the-art', 'Large scale', 'OpenAI backing', 'Versatile', 'Creative'],
    ARRAY['API only', 'Expensive', 'Rate limits', 'External dependency'],
    'Proprietary',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Enterprise NLP']),
('GPT-4', 'nlp', ARRAY['python', 'javascript', 'curl'], false, true, true, 95, 98,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['State-of-the-art', 'Large scale', 'OpenAI backing', 'Versatile', 'Creative'],
    ARRAY['API only', 'Very expensive', 'Rate limits', 'External dependency'],
    'Proprietary',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Enterprise NLP']),
('Claude', 'nlp', ARRAY['python', 'javascript', 'curl'], false, true, true, 90, 97,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['State-of-the-art', 'Large scale', 'Anthropic backing', 'Safe AI', 'Versatile'],
    ARRAY['API only', 'Expensive', 'Rate limits', 'External dependency'],
    'Proprietary',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Safe AI']),
('Llama', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 94,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Large scale', 'Meta backing', 'Versatile', 'Creative'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Open Source NLP']),
('Llama 2', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 95,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Large scale', 'Meta backing', 'Versatile', 'Improved'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Open Source NLP']),
('Mistral', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 93,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Efficient', 'Mistral AI backing', 'Versatile', 'Fast'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'New technology'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Efficient NLP']),
('Mixtral', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 94,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Mixture of experts', 'Mistral AI backing', 'Versatile', 'High quality'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'New technology'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Advanced NLP']),
('Falcon', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 92,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Efficient', 'TII backing', 'Versatile', 'Fast'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'New technology'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Open Source NLP']),
('BLOOM', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 90,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Multilingual', 'BigScience backing', 'Versatile', 'Large scale'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Multilingual NLP']),
('GPT-NeoX', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 90,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Large scale', 'EleutherAI backing', 'Versatile', 'Community driven'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Open Source NLP']),
('OPT', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 90,
    ARRAY['Text generation', 'Language modeling', 'Chatbots', 'Content creation'],
    ARRAY['Open source', 'Meta backing', 'Versatile', 'Pre-trained', 'Accessible'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Language Modeling', 'Chatbots', 'Content Creation', 'Open Source NLP']),
('BART', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 92,
    ARRAY['Text generation', 'Summarization', 'Translation', 'Question answering'],
    ARRAY['Denoising autoencoder', 'High accuracy', 'Facebook backing', 'Pre-trained', 'Versatile'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Slow inference'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Summarization', 'Translation', 'Question Answering', 'Advanced NLP']),
('Pegasus', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 90,
    ARRAY['Text generation', 'Summarization', 'Abstractive summarization', 'Content creation'],
    ARRAY['Summarization focused', 'High quality', 'Google backing', 'Pre-trained', 'Specialized'],
    ARRAY['Large model', 'Resource intensive', 'Complex setup', 'Limited scope'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Summarization', 'Abstractive Summarization', 'Content Creation', 'Specialized NLP']),
('T5-small', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 85, 85,
    ARRAY['Text generation', 'Translation', 'Summarization', 'Question answering'],
    ARRAY['Lightweight', 'Fast inference', 'Google backing', 'Pre-trained', 'Accessible'],
    ARRAY['Less accurate', 'Limited features', 'Resource intensive', 'Complex setup'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Translation', 'Summarization', 'Question Answering', 'Lightweight NLP']),
('T5-base', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 88,
    ARRAY['Text generation', 'Translation', 'Summarization', 'Question answering'],
    ARRAY['Balanced', 'Good accuracy', 'Google backing', 'Pre-trained', 'Versatile'],
    ARRAY['Resource intensive', 'Complex setup', 'Slow inference', 'Large model'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Translation', 'Summarization', 'Question Answering', 'Balanced NLP']),
('T5-large', 'nlp', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 92,
    ARRAY['Text generation', 'Translation', 'Summarization', 'Question answering'],
    ARRAY['High accuracy', 'Large scale', 'Google backing', 'Pre-trained', 'State-of-the-art'],
    ARRAY['Very resource intensive', 'Complex setup', 'Very slow inference', 'Very large model'],
    'Apache 2.0',
    ARRAY['Text Generation', 'Translation', 'Summarization', 'Question Answering', 'Large Scale NLP']),
  
('YOLO', 'computer-vision', ARRAY['python', 'c++', 'javascript'], true, true, true, 75, 90,
    ARRAY['Object detection', 'Real-time detection', 'Image processing', 'Computer vision'],
    ARRAY['Real-time', 'High accuracy', 'Single pass', 'Widely used', 'Open source'],
    ARRAY['Complex training', 'Resource intensive', 'Limited to detection', 'Parameter sensitive'],
    'GPL',
    ARRAY['Object Detection', 'Real-time Detection', 'Image Processing', 'Computer Vision', 'Real-time Vision']),
('SSD', 'computer-vision', ARRAY['python', 'c++', 'javascript'], true, true, true, 80, 88,
    ARRAY['Object detection', 'Real-time detection', 'Image processing', 'Computer vision'],
    ARRAY['Real-time', 'Multi-scale', 'Good accuracy', 'Widely used', 'Open source'],
    ARRAY['Complex training', 'Resource intensive', 'Limited to detection', 'Parameter sensitive'],
    'Apache 2.0',
    ARRAY['Object Detection', 'Real-time Detection', 'Image Processing', 'Computer Vision', 'Multi-scale Vision']),
('Faster R-CNN', 'computer-vision', ARRAY['python', 'c++', 'javascript'], true, true, true, 70, 92,
    ARRAY['Object detection', 'Image processing', 'Computer vision', 'Feature extraction'],
    ARRAY['High accuracy', 'Region proposal', 'Widely used', 'Open source', 'Research oriented'],
    ARRAY['Slow inference', 'Complex training', 'Resource intensive', 'Parameter sensitive'],
    'MIT',
    ARRAY['Object Detection', 'Image Processing', 'Computer Vision', 'Feature Extraction', 'High Accuracy Vision']),
('Mask R-CNN', 'computer-vision', ARRAY['python', 'c++', 'javascript'], true, true, true, 65, 93,
    ARRAY['Object detection', 'Instance segmentation', 'Image processing', 'Computer vision'],
    ARRAY['Instance segmentation', 'High accuracy', 'Facebook backing', 'Open source', 'Research oriented'],
    ARRAY['Very slow inference', 'Very complex training', 'Very resource intensive', 'Parameter sensitive'],
    'Apache 2.0',
    ARRAY['Object Detection', 'Instance Segmentation', 'Image Processing', 'Computer Vision', 'Segmentation Vision']),
('ResNet', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 85, 90,
    ARRAY['Image classification', 'Feature extraction', 'Transfer learning', 'Computer vision'],
    ARRAY['Deep architecture', 'Residual connections', 'High accuracy', 'Microsoft backing', 'Widely used'],
    ARRAY['Complex architecture', 'Resource intensive', 'Slow training', 'Parameter sensitive'],
    'MIT',
    ARRAY['Image Classification', 'Feature Extraction', 'Transfer Learning', 'Computer Vision', 'Deep Vision']),
('VGG', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 85, 88,
    ARRAY['Image classification', 'Feature extraction', 'Transfer learning', 'Computer vision'],
    ARRAY['Simple architecture', 'Good accuracy', 'Oxford backing', 'Widely used', 'Standard benchmark'],
    ARRAY['Large parameters', 'Resource intensive', 'Slow training', 'Parameter sensitive'],
    'MIT',
    ARRAY['Image Classification', 'Feature Extraction', 'Transfer Learning', 'Computer Vision', 'Standard Vision']),
('Inception', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 90,
    ARRAY['Image classification', 'Feature extraction', 'Transfer learning', 'Computer vision'],
    ARRAY['Inception modules', 'Efficient', 'Google backing', 'High accuracy', 'Widely used'],
    ARRAY['Complex architecture', 'Resource intensive', 'Slow training', 'Parameter sensitive'],
    'Apache 2.0',
    ARRAY['Image Classification', 'Feature Extraction', 'Transfer Learning', 'Computer Vision', 'Efficient Vision']),
('MobileNet', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 90, 82,
    ARRAY['Image classification', 'Mobile vision', 'Edge computing', 'Computer vision'],
    ARRAY['Lightweight', 'Fast inference', 'Google backing', 'Mobile optimized', 'Efficient'],
    ARRAY['Less accurate', 'Limited complexity', 'Resource intensive', 'Parameter sensitive'],
    'Apache 2.0',
    ARRAY['Image Classification', 'Mobile Vision', 'Edge Computing', 'Computer Vision', 'Lightweight Vision']),
('EfficientNet', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 85, 88,
    ARRAY['Image classification', 'Feature extraction', 'Transfer learning', 'Computer vision'],
    ARRAY['Efficient scaling', 'Good accuracy', 'Google backing', 'Balanced', 'Widely used'],
    ARRAY['Complex architecture', 'Resource intensive', 'Slow training', 'Parameter sensitive'],
    'Apache 2.0',
    ARRAY['Image Classification', 'Feature Extraction', 'Transfer Learning', 'Computer Vision', 'Efficient Vision']),
('DenseNet', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 88,
    ARRAY['Image classification', 'Feature extraction', 'Transfer learning', 'Computer vision'],
    ARRAY['Dense connections', 'Parameter efficient', 'Good accuracy', 'Facebook backing', 'Widely used'],
    ARRAY['Complex architecture', 'Resource intensive', 'Slow training', 'Parameter sensitive'],
    'BSD',
    ARRAY['Image Classification', 'Feature Extraction', 'Transfer Learning', 'Computer Vision', 'Efficient Vision']),
('AlexNet', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 90, 80,
    ARRAY['Image classification', 'Feature extraction', 'Transfer learning', 'Computer vision'],
    ARRAY['Pioneering', 'Simple architecture', 'Good accuracy', 'Toronto backing', 'Historical'],
    ARRAY['Outdated', 'Large parameters', 'Resource intensive', 'Limited complexity'],
    'BSD',
    ARRAY['Image Classification', 'Feature Extraction', 'Transfer Learning', 'Computer Vision', 'Historical Vision']),
('LeNet', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 95, 75,
    ARRAY['Image classification', 'Handwritten digits', 'Feature extraction', 'Computer vision'],
    ARRAY['Pioneering', 'Very simple', 'Lightweight', 'Fast inference', 'Educational'],
    ARRAY['Very outdated', 'Very limited', 'Low accuracy', 'Simple architecture'],
    'BSD',
    ARRAY['Image Classification', 'Handwritten Digits', 'Feature Extraction', 'Computer Vision', 'Educational Vision']),
('U-Net', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 90,
    ARRAY['Image segmentation', 'Medical imaging', 'Biomedical vision', 'Computer vision'],
    ARRAY['U-shaped architecture', 'Good for segmentation', 'Biomedical focus', 'Open source', 'Widely used'],
    ARRAY['Complex architecture', 'Resource intensive', 'Slow training', 'Limited to segmentation'],
    'MIT',
    ARRAY['Image Segmentation', 'Medical Imaging', 'Biomedical Vision', 'Computer Vision', 'Segmentation Vision']),
('DeepLab', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 88,
    ARRAY['Image segmentation', 'Semantic segmentation', 'Computer vision', 'Image processing'],
    ARRAY['Semantic segmentation', 'High accuracy', 'Google backing', 'Open source', 'Research oriented'],
    ARRAY['Complex architecture', 'Resource intensive', 'Slow training', 'Limited to segmentation'],
    'Apache 2.0',
    ARRAY['Image Segmentation', 'Semantic Segmentation', 'Computer Vision', 'Image Processing', 'Segmentation Vision']),
('FCN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 85,
    ARRAY['Image segmentation', 'Semantic segmentation', 'Computer vision', 'Image processing'],
    ARRAY['Fully convolutional', 'Good for segmentation', 'Pioneering', 'Open source', 'Widely used'],
    ARRAY['Complex architecture', 'Resource intensive', 'Slow training', 'Limited to segmentation'],
    'BSD',
    ARRAY['Image Segmentation', 'Semantic Segmentation', 'Computer Vision', 'Image Processing', 'Segmentation Vision']),
('StyleGAN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 65, 92,
    ARRAY['Image generation', 'Style transfer', 'Art generation', 'Computer vision'],
    ARRAY['Style-based', 'High quality', 'NVIDIA backing', 'Open source', 'Creative'],
    ARRAY['Very complex', 'Very resource intensive', 'Very slow training', 'Limited applications'],
    'CC-BY-NC',
    ARRAY['Image Generation', 'Style Transfer', 'Art Generation', 'Computer Vision', 'Generative Vision']),
('CycleGAN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 88,
    ARRAY['Image generation', 'Style transfer', 'Domain adaptation', 'Computer vision'],
    ARRAY['Cycle consistency', 'No paired data', 'Good quality', 'Open source', 'Versatile'],
    ARRAY['Complex training', 'Resource intensive', 'Slow training', 'Unstable results'],
    'Apache 2.0',
    ARRAY['Image Generation', 'Style Transfer', 'Domain Adaptation', 'Computer Vision', 'Generative Vision']),
('Pix2Pix', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 85,
    ARRAY['Image generation', 'Image translation', 'Style transfer', 'Computer vision'],
    ARRAY['Paired data', 'Good quality', 'Open source', 'Versatile', 'Reliable'],
    ARRAY['Requires paired data', 'Complex training', 'Resource intensive', 'Slow training'],
    'Apache 2.0',
    ARRAY['Image Generation', 'Image Translation', 'Style Transfer', 'Computer Vision', 'Generative Vision']),
('DCGAN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 80, 82,
    ARRAY['Image generation', 'Art generation', 'Creative AI', 'Computer vision'],
    ARRAY['Deep convolutional', 'Good quality', 'Pioneering', 'Open source', 'Widely used'],
    ARRAY['Complex training', 'Resource intensive', 'Slow training', 'Unstable results'],
    'MIT',
    ARRAY['Image Generation', 'Art Generation', 'Creative AI', 'Computer Vision', 'Generative Vision']),
   
('ProGAN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 88,
    ARRAY['Image generation', 'Progressive growing', 'Art generation', 'Computer vision'],
    ARRAY['Progressive growing', 'High quality', 'NVIDIA backing', 'Open source', 'Stable'],
    ARRAY['Complex training', 'Resource intensive', 'Slow training', 'Limited applications'],
    'CC-BY-NC',
    ARRAY['Image Generation', 'Progressive Growing', 'Art Generation', 'Computer Vision', 'Generative Vision']),
('BigGAN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 65, 94,
    ARRAY['Image generation', 'Large scale generation', 'Art generation', 'Computer vision'],
    ARRAY['Large scale', 'High quality', 'Google backing', 'Open source', 'State-of-the-art'],
    ARRAY['Very complex', 'Very resource intensive', 'Very slow training', 'Limited applications'],
    'Apache 2.0',
    ARRAY['Image Generation', 'Large Scale Generation', 'Art Generation', 'Computer Vision', 'Advanced Vision']),
('SAGAN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 88,
    ARRAY['Image generation', 'Self-attention', 'Art generation', 'Computer vision'],
    ARRAY['Self-attention', 'Good quality', 'Open source', 'Innovative', 'Widely used'],
    ARRAY['Complex training', 'Resource intensive', 'Slow training', 'Unstable results'],
    'MIT',
    ARRAY['Image Generation', 'Self-attention', 'Art Generation', 'Computer Vision', 'Attention Vision']),
('StarGAN', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 85,
    ARRAY['Image generation', 'Multi-domain translation', 'Style transfer', 'Computer vision'],
    ARRAY['Multi-domain', 'Good quality', 'Open source', 'Versatile', 'Efficient'],
    ARRAY['Complex training', 'Resource intensive', 'Slow training', 'Limited domains'],
    'Apache 2.0',
    ARRAY['Image Generation', 'Multi-domain Translation', 'Style Transfer', 'Computer Vision', 'Multi-domain Vision']),
('NeRF', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 60, 92,
    ARRAY['3D reconstruction', 'Novel view synthesis', '3D vision', 'Computer vision'],
    ARRAY['Neural radiance fields', 'High quality', 'Innovative', 'Open source', 'Research oriented'],
    ARRAY['Very complex', 'Very resource intensive', 'Very slow training', 'Limited applications'],
    'MIT',
    ARRAY['3D Reconstruction', 'Novel View Synthesis', '3D Vision', 'Computer Vision', '3D Vision']),
('OpenCV', 'computer-vision', ARRAY['python', 'c++', 'java', 'javascript'], true, false, true, 85, 80,
    ARRAY['Image processing', 'Computer vision', 'Feature detection', 'Real-time vision'],
    ARRAY['Comprehensive', 'Real-time', 'Multi-language', 'Well documented', 'Industry standard'],
    ARRAY['Limited deep learning', 'Complex API', 'Steep learning curve', 'Memory intensive'],
    'BSD',
    ARRAY['Image Processing', 'Computer Vision', 'Feature Detection', 'Real-time Vision', 'Industrial Vision']),
('Dlib', 'computer-vision', ARRAY['python', 'c++'], false, false, true, 80, 82,
    ARRAY['Face detection', 'Facial recognition', 'Feature extraction', 'Computer vision'],
    ARRAY['Face focused', 'High accuracy', 'Well documented', 'Easy to use', 'Reliable'],
    ARRAY['Limited scope', 'C++ focused', 'Limited deep learning', 'Small community'],
    'Boost',
    ARRAY['Face Detection', 'Facial Recognition', 'Feature Extraction', 'Computer Vision', 'Face Vision']),
('MediaPipe', 'computer-vision', ARRAY['python', 'javascript', 'c++'], true, true, true, 85, 85,
    ARRAY['Real-time vision', 'Mobile vision', 'Face detection', 'Hand tracking'],
    ARRAY['Real-time', 'Mobile optimized', 'Google backing', 'Pre-built models', 'Easy to use'],
    ARRAY['Limited customization', 'Google dependency', 'Limited deep learning', 'Resource intensive'],
    'Apache 2.0',
    ARRAY['Real-time Vision', 'Mobile Vision', 'Face Detection', 'Hand Tracking', 'Mobile Vision']),
('Detectron2', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 75, 90,
    ARRAY['Object detection', 'Instance segmentation', 'Computer vision', 'Research'],
    ARRAY['Facebook backing', 'High quality', 'Modular', 'Research oriented', 'State-of-the-art'],
    ARRAY['Complex setup', 'Resource intensive', 'Steep learning curve', 'Limited production use'],
    'Apache 2.0',
    ARRAY['Object Detection', 'Instance Segmentation', 'Computer Vision', 'Research', 'Research Vision']),
('MMDetection', 'computer-vision', ARRAY['python', 'tensorflow', 'pytorch'], true, true, true, 70, 90,
    ARRAY['Object detection', 'Instance segmentation', 'Computer vision', 'Research'],
    ARRAY['Comprehensive', 'High quality', 'Open source', 'Research oriented', 'Modular'],
    ARRAY['Complex setup', 'Resource intensive', 'Steep learning curve', 'Limited production use'],
    'Apache 2.0',
    ARRAY['Object Detection', 'Instance Segmentation', 'Computer Vision', 'Research', 'Research Vision']),
('Albumentations', 'computer-vision', ARRAY['python'], false, false, true, 90, 75,
    ARRAY['Image augmentation', 'Data preprocessing', 'Computer vision', 'ML pipelines'],
    ARRAY['Fast augmentation', 'Comprehensive', 'Well documented', 'Easy to use', 'Production ready'],
    ARRAY['Limited to augmentation', 'Python only', 'Limited deep learning', 'Small scope'],
    'MIT',
    ARRAY['Image Augmentation', 'Data Preprocessing', 'Computer Vision', 'ML Pipelines', 'Data Augmentation']),
('Imgaug', 'computer-vision', ARRAY['python'], false, false, true, 85, 75,
    ARRAY['Image augmentation', 'Data preprocessing', 'Computer vision', 'ML pipelines'],
    ARRAY['Comprehensive', 'Flexible', 'Well documented', 'Easy to use', 'Production ready'],
    ARRAY['Limited to augmentation', 'Python only', 'Limited deep learning', 'Small scope'],
    'MIT',
    ARRAY['Image Augmentation', 'Data Preprocessing', 'Computer Vision', 'ML Pipelines', 'Data Augmentation']),
('Kornia', 'computer-vision', ARRAY['python', 'c++'], true, false, true, 80, 80,
    ARRAY['Image processing', 'Computer vision', 'Differentiable operations', 'Deep learning'],
    ARRAY['Differentiable', 'GPU accelerated', 'PyTorch integration', 'Comprehensive', 'Research oriented'],
    ARRAY['PyTorch dependency', 'Complex API', 'Steep learning curve', 'Limited documentation'],
    'Apache 2.0',
    ARRAY['Image Processing', 'Computer Vision', 'Differentiable Operations', 'Deep Learning', 'Research Vision']),
('TensorFlow Lite', 'deep-learning', ARRAY['python', 'java', 'c++', 'javascript'], false, true, true, 90, 85,
    ARRAY['Mobile ML', 'Edge computing', 'Model deployment', 'Embedded systems'],
    ARRAY['Mobile optimized', 'Google backing', 'Production ready', 'Multi-platform', 'Efficient'],
    ARRAY['Limited models', 'Google dependency', 'Limited flexibility', 'Complex conversion'],
    'Apache 2.0',
    ARRAY['Mobile ML', 'Edge Computing', 'Model Deployment', 'Embedded Systems', 'Mobile AI']),
('ONNX', 'deep-learning', ARRAY['python', 'c++', 'java', 'javascript'], false, true, true, 85, 88,
    ARRAY['Model deployment', 'Cross-platform', 'Model optimization', 'ML interoperability'],
    ARRAY['Cross-platform', 'Open standard', 'Multi-framework', 'Optimized', 'Production ready'],
    ARRAY['Complex conversion', 'Limited features', 'Steep learning curve', 'Limited debugging'],
    'MIT',
    ARRAY['Model Deployment', 'Cross-platform', 'Model Optimization', 'ML Interoperability', 'Model Deployment']),
('TensorFlow.js', 'deep-learning', ARRAY['javascript', 'python', 'typescript'], false, true, true, 85, 82,
    ARRAY['Web ML', 'Browser deployment', 'Client-side ML', 'Web applications'],
    ARRAY['Browser based', 'Google backing', 'Easy integration', 'Web optimized', 'Production ready'],
    ARRAY['Limited models', 'Browser limitations', 'Performance constraints', 'JavaScript dependency'],
    'Apache 2.0',
    ARRAY['Web ML', 'Browser Deployment', 'Client-side ML', 'Web Applications', 'Web AI']),
('PyTorch Lightning', 'deep-learning', ARRAY['python'], true, true, true, 85, 90,
    ARRAY['Deep learning', 'Research', 'Production', 'Model training'],
    ARRAY['Simplified training', 'Good abstractions', 'Research oriented', 'Production ready', 'Popular'],
    ARRAY['Abstraction overhead', 'Limited flexibility', 'Steep learning curve', 'PyTorch dependency'],
    'Apache 2.0',
    ARRAY['Deep Learning', 'Research', 'Production', 'Model Training', 'Research AI']),
('Hugging Face Transformers', 'nlp', ARRAY['python', 'javascript', 'rust'], true, true, true, 85, 95,
    ARRAY['NLP models', 'Transformers', 'Pre-trained models', 'Text processing'],
    ARRAY['Comprehensive', 'Easy to use', 'Large model hub', 'Community driven', 'State-of-the-art'],
    ARRAY['Large dependencies', 'Resource intensive', 'Complex API', 'Steep learning curve'],
    'Apache 2.0',
    ARRAY['NLP Models', 'Transformers', 'Pre-trained Models', 'Text Processing', 'Advanced NLP']),
('Sentence Transformers', 'nlp', ARRAY['python'], true, true, true, 85, 88,
    ARRAY['Sentence embeddings', 'Semantic search', 'Text similarity', 'NLP applications'],
    ARRAY['Sentence focused', 'Easy to use', 'Good performance', 'Well documented', 'Popular'],
    ARRAY['Limited scope', 'Resource intensive', 'Complex setup', 'Limited customization'],
    'Apache 2.0',
    ARRAY['Sentence Embeddings', 'Semantic Search', 'Text Similarity', 'NLP Applications', 'Text Analytics']),
  
('LangChain', 'nlp', ARRAY['python', 'javascript'], false, true, true, 85, 85,
    ARRAY['LLM applications', 'Chain building', 'Agent development', 'NLP pipelines'],
    ARRAY['Chain composition', 'Agent framework', 'Multi-LLM support', 'Well documented', 'Popular'],
    ARRAY['Complex framework', 'Steep learning curve', 'Abstraction overhead', 'Limited production use'],
    'MIT',
    ARRAY['LLM Applications', 'Chain Building', 'Agent Development', 'NLP Pipelines', 'Agent AI']),
('LlamaIndex', 'nlp', ARRAY['python', 'javascript'], false, true, true, 85, 85,
    ARRAY['LLM applications', 'Data indexing', 'Retrieval augmentation', 'NLP pipelines'],
    ARRAY['Data indexing', 'Retrieval focused', 'Multi-LLM support', 'Well documented', 'Popular'],
    ARRAY['Complex framework', 'Steep learning curve', 'Abstraction overhead', 'Limited production use'],
    'MIT',
    ARRAY['LLM Applications', 'Data Indexing', 'Retrieval Augmentation', 'NLP Pipelines', 'Retrieval AI']),
('Haystack', 'nlp', ARRAY['python'], false, true, true, 80, 85,
    ARRAY['Question answering', 'Document search', 'NLP pipelines', 'Information retrieval'],
    ARRAY['QA focused', 'Document processing', 'Modular', 'Well documented', 'Production ready'],
    ARRAY['Limited scope', 'Python only', 'Complex setup', 'Steep learning curve'],
    'Apache 2.0',
    ARRAY['Question Answering', 'Document Search', 'NLP Pipelines', 'Information Retrieval', 'Search AI']),
('FAISS', 'machine-learning', ARRAY['python', 'c++'], true, false, true, 80, 85,
    ARRAY['Similarity search', 'Vector search', 'Embedding search', 'Information retrieval'],
    ARRAY['Fast search', 'Scalable', 'Facebook backing', 'Well documented', 'Production ready'],
    ARRAY['Limited to search', 'Complex setup', 'Memory intensive', 'Limited features'],
    'MIT',
    ARRAY['Similarity Search', 'Vector Search', 'Embedding Search', 'Information Retrieval', 'Search AI']),
('Annoy', 'machine-learning', ARRAY['python', 'c++', 'java'], false, false, true, 85, 80,
    ARRAY['Similarity search', 'Vector search', 'Embedding search', 'Information retrieval'],
    ARRAY['Fast search', 'Memory efficient', 'Spotify backing', 'Easy to use', 'Production ready'],
    ARRAY['Limited to search', 'Limited features', 'Small community', 'Limited documentation'],
    'Apache 2.0',
    ARRAY['Similarity Search', 'Vector Search', 'Embedding Search', 'Information Retrieval', 'Search AI']),
('Milvus', 'machine-learning', ARRAY['python', 'c++', 'java', 'go'], true, true, true, 75, 88,
    ARRAY['Similarity search', 'Vector database', 'Embedding search', 'Information retrieval'],
    ARRAY['Vector database', 'Scalable', 'Cloud native', 'Multi-language', 'Production ready'],
    ARRAY['Complex setup', 'Resource intensive', 'Steep learning curve', 'Limited features'],
    'Apache 2.0',
    ARRAY['Similarity Search', 'Vector Database', 'Embedding Search', 'Information Retrieval', 'Vector Database']),
('Pinecone', 'machine-learning', ARRAY['python', 'javascript', 'curl'], false, true, true, 90, 90,
    ARRAY['Similarity search', 'Vector database', 'Embedding search', 'Information retrieval'],
    ARRAY['Managed service', 'Easy to use', 'Scalable', 'Fast performance', 'Production ready'],
    ARRAY['Proprietary', 'Costly', 'External dependency', 'Limited control'],
    'Proprietary',
    ARRAY['Similarity Search', 'Vector Database', 'Embedding Search', 'Information Retrieval', 'Managed AI']),
('Weaviate', 'machine-learning', ARRAY['python', 'javascript', 'go', 'java'], true, true, true, 80, 88,
    ARRAY['Similarity search', 'Vector database', 'Embedding search', 'Information retrieval'],
    ARRAY['GraphQL API', 'Multi-modal', 'Cloud native', 'Open source', 'Production ready'],
    ARRAY['Complex setup', 'Resource intensive', 'Steep learning curve', 'Limited features'],
    'BSD',
    ARRAY['Similarity Search', 'Vector Database', 'Embedding Search', 'Information Retrieval', 'Vector Database']),
('Chroma', 'machine-learning', ARRAY['python', 'javascript'], false, true, true, 90, 82,
    ARRAY['Similarity search', 'Vector database', 'Embedding search', 'Information retrieval'],
    ARRAY['Easy to use', 'Lightweight', 'Open source', 'Python focused', 'Production ready'],
    ARRAY['Limited scalability', 'Limited features', 'Small community', 'Limited documentation'],
    'Apache 2.0',
    ARRAY['Similarity Search', 'Vector Database', 'Embedding Search', 'Information Retrieval', 'Lightweight AI']),
('Qdrant', 'machine-learning', ARRAY['python', 'rust', 'go', 'java'], true, true, true, 80, 88,
    ARRAY['Similarity search', 'Vector database', 'Embedding search', 'Information retrieval'],
    ARRAY['Rust based', 'Fast performance', 'Cloud native', 'Open source', 'Production ready'],
    ARRAY['Complex setup', 'Resource intensive', 'Steep learning curve', 'Limited features'],
    'Apache 2.0',
    ARRAY['Similarity Search', 'Vector Database', 'Embedding Search', 'Information Retrieval', 'Vector Database']),
('Redis', 'machine-learning', ARRAY['python', 'javascript', 'java', 'c++'], false, true, true, 85, 80,
    ARRAY['Vector search', 'Caching', 'Real-time search', 'Information retrieval'],
    ARRAY['Fast performance', 'Scalable', 'Production ready', 'Multi-language', 'Well established'],
    ARRAY['Limited ML features', 'Complex setup', 'Resource intensive', 'Steep learning curve'],
    'BSD',
    ARRAY['Vector Search', 'Caching', 'Real-time Search', 'Information Retrieval', 'Real-time AI']),
('Elasticsearch', 'machine-learning', ARRAY['python', 'javascript', 'java'], false, true, true, 75, 82,
    ARRAY['Vector search', 'Full-text search', 'Information retrieval', 'Data analytics'],
    ARRAY['Full-text search', 'Scalable', 'Production ready', 'Multi-language', 'Well established'],
    ARRAY['Limited ML features', 'Complex setup', 'Resource intensive', 'Steep learning curve'],
    'ELv2',
    ARRAY['Vector Search', 'Full-text Search', 'Information Retrieval', 'Data Analytics', 'Search AI']),
('OpenSearch', 'machine-learning', ARRAY['python', 'javascript', 'java'], false, true, true, 75, 82,
    ARRAY['Vector search', 'Full-text search', 'Information retrieval', 'Data analytics'],
    ARRAY['Open source', 'Full-text search', 'Scalable', 'Production ready', 'Multi-language'],
    ARRAY['Limited ML features', 'Complex setup', 'Resource intensive', 'Steep learning curve'],
    'Apache 2.0',
    ARRAY['Vector Search', 'Full-text Search', 'Information Retrieval', 'Data Analytics', 'Open Source AI']),
('Typesense', 'machine-learning', ARRAY['python', 'javascript', 'go'], false, true, true, 85, 80,
    ARRAY['Vector search', 'Full-text search', 'Information retrieval', 'Data analytics'],
    ARRAY['Fast performance', 'Easy to use', 'Open source', 'Cloud native', 'Production ready'],
    ARRAY['Limited features', 'Small community', 'Limited documentation', 'Limited scalability'],
    'Apache 2.0',
    ARRAY['Vector Search', 'Full-text Search', 'Information Retrieval', 'Data Analytics', 'Fast Search']),
('Meilisearch', 'machine-learning', ARRAY['python', 'javascript', 'go', 'rust'], false, true, true, 90, 78,
    ARRAY['Vector search', 'Full-text search', 'Information retrieval', 'Data analytics'],
    ARRAY['Very fast', 'Easy to use', 'Open source', 'Lightweight', 'Production ready'],
    ARRAY['Limited ML features', 'Limited features', 'Small community', 'Limited scalability'],
    'MIT',
    ARRAY['Vector Search', 'Full-text Search', 'Information Retrieval', 'Data Analytics', 'Fast Search']),
('Solr', 'machine-learning', ARRAY['python', 'javascript', 'java'], false, true, true, 70, 80,
    ARRAY['Vector search', 'Full-text search', 'Information retrieval', 'Data analytics'],
    ARRAY['Enterprise grade', 'Scalable', 'Production ready', 'Well established', 'Feature rich'],
    ARRAY['Complex setup', 'Resource intensive', 'Steep learning curve', 'Java focused'],
    'Apache 2.0',
    ARRAY['Vector Search', 'Full-text Search', 'Information Retrieval', 'Data Analytics', 'Enterprise Search']),
('Whoosh', 'machine-learning', ARRAY['python'], false, false, true, 90, 75,
    ARRAY['Vector search', 'Full-text search', 'Information retrieval', 'Data analytics'],
    ARRAY['Pure Python', 'Easy to use', 'Lightweight', 'Well documented', 'Good for prototyping'],
    ARRAY['Limited scalability', 'Limited features', 'Python only', 'Limited production use'],
    'BSD',
    ARRAY['Vector Search', 'Full-text Search', 'Information Retrieval', 'Data Analytics', 'Lightweight Search']),
('Pympler', 'machine-learning', ARRAY['python'], false, false, true, 85, 75,
    ARRAY['Memory profiling', 'Data analysis', 'Performance monitoring', 'ML optimization'],
    ARRAY['Memory focused', 'Easy to use', 'Well documented', 'Python focused', 'Lightweight'],
    ARRAY['Limited scope', 'Python only', 'Limited features', 'Small community'],
    'Apache 2.0',
    ARRAY['Memory Profiling', 'Data Analysis', 'Performance Monitoring', 'ML Optimization', 'Performance AI']),
('Memory Profiler', 'machine-learning', ARRAY['python'], false, false, true, 90, 75,
    ARRAY['Memory profiling', 'Data analysis', 'Performance monitoring', 'ML optimization'],
    ARRAY['Easy to use', 'Well documented', 'Python focused', 'Lightweight', 'Production ready'],
    ARRAY['Limited scope', 'Python only', 'Limited features', 'Small community'],
    'BSD',
    ARRAY['Memory Profiling', 'Data Analysis', 'Performance Monitoring', 'ML Optimization', 'Performance AI']);

-- =====================================================
-- DATA INSERTION - TECH PRICING
-- =====================================================

INSERT INTO tech_pricing (tech_name, tech_category, price_tier_id, development_cost_usd, monthly_operational_cost_usd, license_cost_usd, training_cost_usd, maintenance_cost_percentage, cost_per_user_usd, min_cpu_cores, min_ram_gb, min_storage_gb, total_cost_of_ownership_score, price_performance_ratio) VALUES

-- Frontend Technologies Pricing
('React', 'frontend', 1, 200, 0, 0, 100, 10, 0, 0.5, 1, 5, 95, 90),
('Vue.js', 'frontend', 1, 150, 0, 0, 50, 8, 0, 0.5, 1, 5, 98, 95),
('Angular', 'frontend', 2, 400, 0, 0, 300, 15, 0, 1, 2, 10, 85, 80),
('Svelte', 'frontend', 1, 180, 0, 0, 80, 8, 0, 0.25, 0.5, 3, 92, 95),
('Next.js', 'frontend', 2, 300, 20, 0, 150, 12, 0, 1, 2, 10, 88, 85),

-- Backend Technologies Pricing
('Node.js', 'backend', 1, 150, 10, 0, 80, 8, 0, 0.5, 1, 5, 92, 88),
('Express.js', 'backend', 1, 100, 5, 0, 40, 5, 0, 0.5, 1, 5, 95, 92),
('Django', 'backend', 2, 300, 15, 0, 200, 12, 0, 1, 2, 10, 88, 85),
('FastAPI', 'backend', 1, 180, 12, 0, 60, 8, 0, 0.5, 1, 8, 90, 90),
('Spring Boot', 'backend', 3, 500, 25, 0, 400, 18, 0, 2, 4, 20, 82, 78),

-- Database Technologies Pricing
('PostgreSQL', 'database', 1, 100, 15, 0, 120, 10, 0.001, 1, 2, 20, 90, 88),
('MongoDB', 'database', 2, 150, 30, 0, 100, 12, 0.002, 1, 2, 15, 85, 82),
('Redis', 'database', 1, 80, 20, 0, 60, 8, 0.0001, 0.5, 1, 5, 92, 90),
('SQLite', 'database', 1, 50, 0, 0, 20, 3, 0, 0.25, 0.5, 2, 98, 95),
('MySQL', 'database', 1, 80, 12, 0, 80, 8, 0.001, 1, 1, 10, 88, 85),

-- Cloud Technologies Pricing
('AWS', 'cloud', 3, 200, 150, 0, 300, 15, 0.05, 2, 4, 50, 85, 82),
('Vercel', 'cloud', 1, 50, 20, 0, 30, 5, 0.02, 0.5, 1, 10, 90, 88),
('DigitalOcean', 'cloud', 2, 100, 50, 0, 50, 8, 0.03, 1, 2, 25, 88, 85),
('Railway', 'cloud', 1, 80, 25, 0, 40, 6, 0.01, 0.5, 1, 10, 92, 90),
('Netlify', 'cloud', 1, 40, 15, 0, 25, 4, 0.01, 0.5, 1, 5, 95, 92),

-- Testing Technologies Pricing
('Jest', 'testing', 1, 100, 0, 0, 50, 5, 0, 0.5, 1, 3, 95, 92),
('Cypress', 'testing', 2, 200, 0, 0, 100, 8, 0, 1, 2, 8, 88, 85),
('Playwright', 'testing', 2, 180, 0, 0, 120, 10, 0, 1, 2, 10, 85, 82),
('Selenium', 'testing', 3, 300, 0, 0, 200, 15, 0, 2, 3, 15, 80, 78);

-- =====================================================
-- DATA INSERTION - MOBILE TECHNOLOGIES
-- =====================================================


-- =====================================================
-- DATA INSERTION - DEVOPS TECHNOLOGIES  
-- =====================================================



-- =====================================================
-- DATA INSERTION - MOBILE AND DEVOPS PRICING
-- =====================================================

INSERT INTO tech_pricing (tech_name, tech_category, price_tier_id, development_cost_usd, monthly_operational_cost_usd, license_cost_usd, training_cost_usd, maintenance_cost_percentage, cost_per_user_usd, min_cpu_cores, min_ram_gb, min_storage_gb, total_cost_of_ownership_score, price_performance_ratio) VALUES

-- Mobile Technologies Pricing
('React Native', 'mobile', 2, 400, 0, 0, 200, 12, 0, 1, 2, 10, 88, 85),
('Flutter', 'mobile', 2, 450, 0, 0, 250, 15, 0, 1, 2, 12, 85, 82),
('Ionic', 'mobile', 1, 250, 0, 0, 100, 8, 0, 0.5, 1, 8, 92, 88),
('Swift (iOS)', 'mobile', 3, 800, 99, 0, 400, 20, 0, 2, 4, 20, 75, 70),
('Kotlin (Android)', 'mobile', 3, 750, 25, 0, 350, 18, 0, 2, 4, 20, 78, 72),

-- DevOps Technologies Pricing
('Docker', 'devops', 1, 150, 0, 0, 120, 8, 0, 0.5, 1, 5, 90, 88),
('GitHub Actions', 'devops', 1, 100, 20, 0, 60, 5, 0, 0.25, 0.5, 2, 95, 92),
('Jenkins', 'devops', 2, 200, 50, 0, 300, 15, 0, 1, 2, 10, 82, 80),
('Kubernetes', 'devops', 3, 500, 100, 0, 600, 25, 0, 2, 4, 30, 78, 75),
('Terraform', 'devops', 2, 300, 0, 0, 250, 12, 0, 1, 2, 8, 85, 82),

-- AI/ML Technologies Pricing
('TensorFlow', 'ai-ml', 2, 300, 50, 0, 400, 18, 0, 1, 4, 20, 80, 78),
('PyTorch', 'ai-ml', 2, 280, 45, 0, 350, 16, 0, 1, 4, 20, 82, 80),
('Scikit-learn', 'ai-ml', 1, 150, 0, 0, 100, 8, 0, 0.5, 2, 10, 95, 92),
('Hugging Face', 'ai-ml', 2, 200, 30, 0, 150, 10, 0.01, 1, 3, 15, 88, 85),
('OpenAI API', 'ai-ml', 3, 100, 200, 0, 50, 5, 0.05, 0.5, 1, 5, 75, 70);

-- =====================================================
-- DATA INSERTION - PRICE-BASED TECH STACKS
-- =====================================================

INSERT INTO price_based_stacks (stack_name, price_tier_id, total_monthly_cost_usd, total_setup_cost_usd, frontend_tech, backend_tech, database_tech, cloud_tech, testing_tech, mobile_tech, devops_tech, ai_ml_tech, suitable_project_scales, team_size_range, development_time_months, maintenance_complexity, scalability_ceiling, recommended_domains, success_rate_percentage, user_satisfaction_score, description, pros, cons) VALUES

-- Micro Budget Stacks (5-25 USD)
('Ultra Budget Starter', 1, 15.00, 500.00, 'React', 'Node.js', 'SQLite', 'Netlify', 'Jest', NULL, 'GitHub Actions', NULL,
 ARRAY['Personal projects', 'Learning'], '1-2', 2, 'low', 'small',
 ARRAY['Portfolio websites', 'Small blogs', 'Learning projects', 'Personal tools'],
 88, 85, 'Perfect for beginners and personal projects with minimal hosting costs',
 ARRAY['Extremely low cost', 'Great for learning', 'Simple deployment', 'Good performance for small projects'],
 ARRAY['Limited scalability', 'No mobile support', 'Basic features only', 'Single developer focused']),

('Free Tier Full Stack', 1, 20.00, 650.00, 'Vue.js', 'Express.js', 'PostgreSQL', 'Railway', 'Jest', NULL, 'GitHub Actions', NULL,
 ARRAY['MVPs', 'Small projects'], '1-3', 3, 'low', 'small',
 ARRAY['Startup MVPs', 'Small business websites', 'API development', 'Prototype applications'],
 85, 82, 'Complete full-stack solution using free tiers and minimal paid services',
 ARRAY['Full database support', 'Real backend capabilities', 'Easy deployment', 'Cost-effective'],
 ARRAY['Limited resources', 'Basic monitoring', 'No mobile app', 'Scaling limitations']),

('Minimal VPS Stack', 1, 12.00, 400.00, 'Svelte', 'Express.js', 'SQLite', 'DigitalOcean', 'Jest', NULL, 'Docker', NULL,
 ARRAY['Personal projects', 'Learning'], '1-2', 2, 'low', 'small',
 ARRAY['Personal websites', 'Small tools', 'Learning projects', 'Prototypes'],
 82, 80, 'Ultra-minimal stack for absolute beginners with VPS hosting',
 ARRAY['Lowest possible cost', 'Simple setup', 'Good for learning', 'VPS control'],
 ARRAY['Manual server management', 'Limited support', 'Basic features only', 'No auto-scaling']),

('Static Site Stack', 1, 8.00, 200.00, 'Next.js', 'Serverless', 'SQLite', 'Vercel', 'Jest', NULL, 'GitHub Actions', NULL,
 ARRAY['Personal projects', 'Learning'], '1-2', 1, 'low', 'small',
 ARRAY['Portfolio sites', 'Blogs', 'Landing pages', 'Documentation sites'],
 90, 88, 'Static site generation with serverless backend functions',
 ARRAY['Very low cost', 'Fast performance', 'Easy deployment', 'Great for content'],
 ARRAY['Limited dynamic features', 'No real-time capabilities', 'Static content only', 'Limited backend']),

-- Startup Budget Stacks (25.01-100 USD)
('Startup MVP Stack', 2, 75.00, 1200.00, 'Next.js', 'FastAPI', 'PostgreSQL', 'Vercel', 'Cypress', 'React Native', 'GitHub Actions', NULL,
 ARRAY['MVPs', 'Small to medium'], '2-5', 4, 'medium', 'medium',
 ARRAY['Tech startups', 'SaaS products', 'E-commerce platforms', 'Content platforms'],
 90, 88, 'Modern stack perfect for startups building cross-platform products',
 ARRAY['Full-stack solution', 'Mobile app included', 'Good performance', 'Modern tech stack', 'Scalable foundation'],
 ARRAY['Higher learning curve', 'Multiple technologies to manage', 'Limited AI capabilities', 'Monthly costs add up']),

('Node.js Monorepo', 2, 85.00, 1000.00, 'React', 'Node.js', 'MongoDB', 'DigitalOcean', 'Jest', 'React Native', 'Docker', NULL,
 ARRAY['Small to medium'], '3-6', 5, 'medium', 'medium',
 ARRAY['Social platforms', 'Real-time applications', 'Content management', 'Collaborative tools'],
 87, 85, 'JavaScript-everywhere approach with shared code between web and mobile',
 ARRAY['Unified language', 'Code sharing', 'Strong ecosystem', 'Cost-effective hosting', 'Container ready'],
 ARRAY['JavaScript limitations', 'NoSQL complexity', 'Performance ceiling', 'Single language dependency']),

('Budget E-commerce', 2, 45.00, 800.00, 'Vue.js', 'Express.js', 'PostgreSQL', 'DigitalOcean', 'Jest', 'Ionic', 'GitHub Actions', NULL,
 ARRAY['Small to medium'], '2-4', 3, 'low', 'medium',
 ARRAY['E-commerce', 'Online stores', 'Marketplaces', 'Retail platforms'],
 89, 87, 'Cost-effective e-commerce solution with mobile app support',
 ARRAY['E-commerce ready', 'Mobile app included', 'Good performance', 'Cost-effective', 'Easy to scale'],
 ARRAY['Limited advanced features', 'Basic payment integration', 'Manual scaling', 'Limited analytics']),

('Lean SaaS Stack', 2, 65.00, 900.00, 'React', 'Django', 'PostgreSQL', 'Railway', 'Cypress', NULL, 'Docker', 'Scikit-learn',
 ARRAY['Small to medium'], '2-5', 4, 'medium', 'medium',
 ARRAY['SaaS platforms', 'Web applications', 'Business tools', 'Data-driven apps'],
 88, 86, 'Lean SaaS stack with basic AI capabilities and good scalability',
 ARRAY['AI capabilities', 'Good performance', 'Scalable', 'Cost-effective', 'Python ecosystem'],
 ARRAY['Limited AI features', 'Python performance', 'Learning curve', 'Manual deployment']),

-- Small Business Stacks
('Professional Business Stack', 3, 180.00, 2000.00, 'Angular', 'Django', 'PostgreSQL', 'DigitalOcean', 'Playwright', 'Flutter', 'Jenkins', 'Scikit-learn',
 ARRAY['Medium'], '4-8', 6, 'medium', 'large',
 ARRAY['Enterprise applications', 'Data-driven platforms', 'Business automation', 'Customer portals'],
 92, 90, 'Robust stack for established businesses needing reliable, scalable solutions',
 ARRAY['Enterprise-grade', 'Strong typing', 'Excellent data handling', 'Cross-platform mobile', 'ML capabilities', 'Reliable infrastructure'],
 ARRAY['Higher complexity', 'Longer development time', 'Steeper learning curve', 'More infrastructure management']),

('Modern SaaS Stack', 3, 220.00, 2500.00, 'React', 'FastAPI', 'PostgreSQL', 'AWS', 'Cypress', 'React Native', 'Terraform', 'Hugging Face',
 ARRAY['Medium to large'], '5-10', 7, 'high', 'large',
 ARRAY['SaaS platforms', 'AI-powered applications', 'Data analytics', 'API-first products'],
 89, 87, 'Modern stack with cloud-native architecture and AI integration',
 ARRAY['Cloud-native', 'AI capabilities', 'High performance', 'Infrastructure as code', 'Excellent scalability', 'Modern tech stack'],
 ARRAY['High complexity', 'AWS learning curve', 'Higher operational costs', 'Multiple moving parts', 'Requires DevOps expertise']),

-- Growth Stage Stacks
('Scale-Ready Platform', 4, 450.00, 4000.00, 'Next.js', 'Spring Boot', 'PostgreSQL', 'AWS', 'Selenium', 'Flutter', 'Kubernetes', 'TensorFlow',
 ARRAY['Large'], '8-15', 9, 'high', 'enterprise',
 ARRAY['Enterprise platforms', 'High-traffic applications', 'Complex business logic', 'AI-driven solutions'],
 94, 92, 'Enterprise-grade stack designed for high-scale applications with advanced features',
 ARRAY['Enterprise reliability', 'High performance', 'Advanced AI/ML', 'Excellent scalability', 'Comprehensive testing', 'Production-ready'],
 ARRAY['Very high complexity', 'Expensive to run', 'Requires expert team', 'Long development cycles', 'High maintenance overhead']),

-- Scale-Up Stacks
('Enterprise Powerhouse', 5, 800.00, 6000.00, 'Angular', 'Spring Boot', 'PostgreSQL', 'AWS', 'Selenium', 'Flutter', 'Kubernetes', 'TensorFlow',
 ARRAY['Enterprise'], '10-20', 12, 'high', 'enterprise',
 ARRAY['Large enterprises', 'Mission-critical applications', 'Complex workflows', 'Advanced analytics'],
 96, 94, 'Ultimate enterprise stack with maximum reliability, performance, and feature completeness',
 ARRAY['Maximum reliability', 'Enterprise features', 'Comprehensive solution', 'Expert support', 'Battle-tested components', 'Future-proof'],
 ARRAY['Very expensive', 'Extreme complexity', 'Long time to market', 'Requires large expert team', 'High operational overhead']);

-- =====================================================
-- DATA INSERTION - STACK RECOMMENDATIONS
-- =====================================================

INSERT INTO stack_recommendations (price_tier_id, business_domain, project_scale, team_experience_level, recommended_stack_id, confidence_score, recommendation_reasons, potential_risks, alternative_stacks) VALUES

-- Micro Budget Recommendations
(1, 'personal', 'small', 'beginner', 1, 95,
 ARRAY['Perfect for learning', 'Minimal cost', 'Simple to deploy', 'Good documentation'],
 ARRAY['Limited scalability', 'No database persistence', 'Single developer dependency'],
 ARRAY[2]),

(1, 'startup', 'small', 'intermediate', 2, 90,
 ARRAY['Full-stack capabilities', 'Database included', 'Room to grow', 'Cost-effective'],
 ARRAY['Resource limitations on free tiers', 'May hit scaling walls', 'Limited advanced features'],
 ARRAY[1, 3]),

-- Startup Budget Recommendations  
(2, 'saas', 'medium', 'intermediate', 3, 92,
 ARRAY['Modern tech stack', 'Mobile app included', 'Good performance', 'Startup-friendly pricing'],
 ARRAY['Multiple technologies to learn', 'Vendor lock-in potential', 'Scaling costs'],
 ARRAY[4, 5]),

(2, 'ecommerce', 'medium', 'beginner', 4, 88,
 ARRAY['JavaScript everywhere', 'Real-time capabilities', 'Cost-effective', 'Good for content'],
 ARRAY['NoSQL complexity', 'Performance limitations', 'Single language risk'],
 ARRAY[3, 5]),

-- Small Business Recommendations
(3, 'enterprise', 'large', 'expert', 5, 94,
 ARRAY['Enterprise-grade reliability', 'Strong typing', 'Excellent data handling', 'ML capabilities'],
 ARRAY['High complexity', 'Longer development time', 'Requires skilled team'],
 ARRAY[6, 7]),

(3, 'saas', 'large', 'expert', 6, 91,
 ARRAY['Cloud-native architecture', 'AI capabilities', 'High performance', 'Modern stack'],
 ARRAY['AWS complexity', 'Higher operational costs', 'Requires DevOps expertise'],
 ARRAY[5, 7]),

-- Growth Stage Recommendations
(4, 'enterprise', 'enterprise', 'expert', 7, 96,
 ARRAY['Maximum scalability', 'Enterprise features', 'Advanced AI/ML', 'Production-ready'],
 ARRAY['Very high complexity', 'Expensive', 'Requires large expert team'],
 ARRAY[8]),

-- Scale-Up Recommendations  
(5, 'enterprise', 'enterprise', 'expert', 8, 98,
 ARRAY['Ultimate reliability', 'Complete enterprise solution', 'Maximum performance', 'Future-proof'],
 ARRAY['Extremely expensive', 'High complexity', 'Long development cycles'],
 ARRAY[7]),

-- Corporate Tier Stacks ($5000-$10000)
('Corporate Finance Stack', 8, 416.67, 2000.00, 'Angular + TypeScript', 'Java Spring Boot + Microservices', 'PostgreSQL + Redis', 'AWS + Azure', 'JUnit + Selenium', 'React Native + Flutter', 'Kubernetes + Docker', 'TensorFlow + Scikit-learn',
 ARRAY['Enterprise'], '8-15', 6, 'high', 'enterprise',
 ARRAY['Financial services', 'Banking', 'Investment platforms', 'Fintech applications'],
 92, 94, 'Enterprise-grade financial technology stack with advanced security and compliance',
 ARRAY['High security', 'Scalable architecture', 'Enterprise compliance', 'Advanced analytics'],
 ARRAY['Complex setup', 'High learning curve', 'Expensive licensing']),

('Corporate Healthcare Stack', 8, 416.67, 2000.00, 'Angular + TypeScript', 'Java Spring Boot + Microservices', 'PostgreSQL + Redis', 'AWS + Azure', 'JUnit + Selenium', 'React Native + Flutter', 'Kubernetes + Docker', 'TensorFlow + Scikit-learn',
 ARRAY['Enterprise'], '8-15', 6, 'high', 'enterprise',
 ARRAY['Healthcare systems', 'Medical platforms', 'Patient management', 'Health analytics'],
 92, 94, 'Enterprise-grade healthcare technology stack with HIPAA compliance',
 ARRAY['HIPAA compliant', 'Scalable architecture', 'Advanced security', 'Real-time analytics'],
 ARRAY['Complex compliance', 'High setup cost', 'Specialized knowledge required']),

('Corporate E-commerce Stack', 8, 416.67, 2000.00, 'Angular + TypeScript', 'Java Spring Boot + Microservices', 'PostgreSQL + Redis', 'AWS + Azure', 'JUnit + Selenium', 'React Native + Flutter', 'Kubernetes + Docker', 'TensorFlow + Scikit-learn',
 ARRAY['Enterprise'], '8-15', 6, 'high', 'enterprise',
 ARRAY['E-commerce platforms', 'Marketplaces', 'Retail systems', 'B2B commerce'],
 92, 94, 'Enterprise-grade e-commerce technology stack with advanced features',
 ARRAY['High performance', 'Scalable architecture', 'Advanced analytics', 'Multi-channel support'],
 ARRAY['Complex setup', 'High maintenance', 'Expensive infrastructure']),

-- Enterprise Plus Tier Stacks ($10000-$20000)
('Enterprise Plus Finance Stack', 9, 833.33, 4000.00, 'Angular + Micro-frontends', 'Java Spring Boot + Microservices', 'PostgreSQL + Redis + Elasticsearch', 'AWS + Azure + GCP', 'JUnit + Selenium + Load Testing', 'React Native + Flutter', 'Kubernetes + Docker + Terraform', 'TensorFlow + PyTorch',
 ARRAY['Large Enterprise'], '10-20', 8, 'very high', 'enterprise',
 ARRAY['Investment banking', 'Trading platforms', 'Risk management', 'Financial analytics'],
 94, 96, 'Advanced enterprise financial stack with multi-cloud architecture',
 ARRAY['Multi-cloud redundancy', 'Advanced AI/ML', 'Maximum security', 'Global scalability'],
 ARRAY['Extremely complex', 'Very expensive', 'Requires expert team', 'Long development time']),

('Enterprise Plus Healthcare Stack', 9, 833.33, 4000.00, 'Angular + Micro-frontends', 'Java Spring Boot + Microservices', 'PostgreSQL + Redis + Elasticsearch', 'AWS + Azure + GCP', 'JUnit + Selenium + Load Testing', 'React Native + Flutter', 'Kubernetes + Docker + Terraform', 'TensorFlow + PyTorch',
 ARRAY['Large Enterprise'], '10-20', 8, 'very high', 'enterprise',
 ARRAY['Hospital systems', 'Medical research', 'Telemedicine', 'Health data analytics'],
 94, 96, 'Advanced enterprise healthcare stack with multi-cloud architecture',
 ARRAY['Multi-cloud redundancy', 'Advanced AI/ML', 'Maximum security', 'Global scalability'],
 ARRAY['Extremely complex', 'Very expensive', 'Requires expert team', 'Long development time']),

-- Fortune 500 Tier Stacks ($20000-$35000)
('Fortune 500 Finance Stack', 10, 1458.33, 7000.00, 'Angular + Micro-frontends + PWA', 'Java Spring Boot + Microservices + Event Streaming', 'PostgreSQL + Redis + Elasticsearch + MongoDB', 'AWS + Azure + GCP + Multi-region', 'JUnit + Selenium + Load Testing + Security Testing', 'React Native + Flutter + Native Modules', 'Kubernetes + Docker + Terraform + Ansible', 'TensorFlow + PyTorch + OpenAI API',
 ARRAY['Fortune 500'], '15-30', 12, 'very high', 'enterprise',
 ARRAY['Global banking', 'Investment management', 'Insurance platforms', 'Financial services'],
 96, 98, 'Fortune 500-grade financial stack with global multi-cloud architecture',
 ARRAY['Global deployment', 'Advanced AI/ML', 'Maximum security', 'Unlimited scalability'],
 ARRAY['Extremely complex', 'Very expensive', 'Requires large expert team', 'Long development cycles']),

('Fortune 500 Healthcare Stack', 10, 1458.33, 7000.00, 'Angular + Micro-frontends + PWA', 'Java Spring Boot + Microservices + Event Streaming', 'PostgreSQL + Redis + Elasticsearch + MongoDB', 'AWS + Azure + GCP + Multi-region', 'JUnit + Selenium + Load Testing + Security Testing', 'React Native + Flutter + Native Modules', 'Kubernetes + Docker + Terraform + Ansible', 'TensorFlow + PyTorch + OpenAI API',
 ARRAY['Fortune 500'], '15-30', 12, 'very high', 'enterprise',
 ARRAY['Global healthcare', 'Medical research', 'Pharmaceutical', 'Health insurance'],
 96, 98, 'Fortune 500-grade healthcare stack with global multi-cloud architecture',
 ARRAY['Global deployment', 'Advanced AI/ML', 'Maximum security', 'Unlimited scalability'],
 ARRAY['Extremely complex', 'Very expensive', 'Requires large expert team', 'Long development cycles']),

-- Global Enterprise Tier Stacks ($35000-$50000)
('Global Enterprise Finance Stack', 11, 2083.33, 10000.00, 'Angular + Micro-frontends + PWA + WebAssembly', 'Java Spring Boot + Microservices + Event Streaming + GraphQL', 'PostgreSQL + Redis + Elasticsearch + MongoDB + InfluxDB', 'AWS + Azure + GCP + Multi-region + Edge Computing', 'JUnit + Selenium + Load Testing + Security Testing + Performance Testing', 'React Native + Flutter + Native Modules + Desktop', 'Kubernetes + Docker + Terraform + Ansible + GitLab CI/CD', 'TensorFlow + PyTorch + OpenAI API + Custom Models',
 ARRAY['Global Enterprise'], '20-40', 15, 'very high', 'enterprise',
 ARRAY['Global banking', 'Investment management', 'Insurance platforms', 'Financial services'],
 97, 99, 'Global enterprise financial stack with edge computing and advanced AI',
 ARRAY['Edge computing', 'Advanced AI/ML', 'Global deployment', 'Maximum performance'],
 ARRAY['Extremely complex', 'Very expensive', 'Requires large expert team', 'Long development cycles']),

-- Mega Enterprise Tier Stacks ($50000-$75000)
('Mega Enterprise Finance Stack', 12, 3125.00, 15000.00, 'Angular + Micro-frontends + PWA + WebAssembly + AR/VR', 'Java Spring Boot + Microservices + Event Streaming + GraphQL + Blockchain', 'PostgreSQL + Redis + Elasticsearch + MongoDB + InfluxDB + Blockchain DB', 'AWS + Azure + GCP + Multi-region + Edge Computing + CDN', 'JUnit + Selenium + Load Testing + Security Testing + Performance Testing + Chaos Testing', 'React Native + Flutter + Native Modules + Desktop + AR/VR', 'Kubernetes + Docker + Terraform + Ansible + GitLab CI/CD + Advanced Monitoring', 'TensorFlow + PyTorch + OpenAI API + Custom Models + Quantum Computing',
 ARRAY['Mega Enterprise'], '30-50', 18, 'very high', 'enterprise',
 ARRAY['Global banking', 'Investment management', 'Insurance platforms', 'Financial services'],
 98, 99, 'Mega enterprise financial stack with quantum computing and AR/VR capabilities',
 ARRAY['Quantum computing', 'AR/VR capabilities', 'Blockchain integration', 'Maximum performance'],
 ARRAY['Extremely complex', 'Very expensive', 'Requires large expert team', 'Long development cycles']),

-- Ultra Enterprise Tier Stacks ($75000+)
('Ultra Enterprise Finance Stack', 13, 4166.67, 20000.00, 'Angular + Micro-frontends + PWA + WebAssembly + AR/VR + AI-Powered UI', 'Java Spring Boot + Microservices + Event Streaming + GraphQL + Blockchain + AI Services', 'PostgreSQL + Redis + Elasticsearch + MongoDB + InfluxDB + Blockchain DB + AI Database', 'AWS + Azure + GCP + Multi-region + Edge Computing + CDN + AI Cloud', 'JUnit + Selenium + Load Testing + Security Testing + Performance Testing + Chaos Testing + AI Testing', 'React Native + Flutter + Native Modules + Desktop + AR/VR + AI-Powered Mobile', 'Kubernetes + Docker + Terraform + Ansible + GitLab CI/CD + Advanced Monitoring + AI DevOps', 'TensorFlow + PyTorch + OpenAI API + Custom Models + Quantum Computing + AI Services',
 ARRAY['Ultra Enterprise'], '40-60', 24, 'very high', 'enterprise',
 ARRAY['Global banking', 'Investment management', 'Insurance platforms', 'Financial services'],
 99, 100, 'Ultra enterprise financial stack with AI-powered everything and quantum computing',
 ARRAY['AI-powered everything', 'Quantum computing', 'Blockchain integration', 'Maximum performance'],
 ARRAY['Extremely complex', 'Very expensive', 'Requires large expert team', 'Long development cycles']);

-- Additional Domain Recommendations
-- Healthcare Domain
(2, 'healthcare', 'medium', 'intermediate', 3, 90,
 ARRAY['HIPAA compliance ready', 'Secure data handling', 'Good for medical apps', 'Privacy-focused'],
 ARRAY['Compliance complexity', 'Security requirements', 'Regulatory overhead'],
 ARRAY[4, 5]),

(3, 'healthcare', 'large', 'expert', 5, 92,
 ARRAY['Enterprise security', 'Compliance features', 'Scalable architecture', 'Data protection'],
 ARRAY['High complexity', 'Compliance costs', 'Expert team required'],
 ARRAY[6, 7]),

-- Education Domain
(1, 'education', 'small', 'beginner', 2, 88,
 ARRAY['Easy to use', 'Good for learning platforms', 'Cost-effective', 'Simple deployment'],
 ARRAY['Limited features', 'Basic functionality', 'Scaling limitations'],
 ARRAY[1, 3]),

(2, 'education', 'medium', 'intermediate', 4, 85,
 ARRAY['Good for LMS', 'Content management', 'User-friendly', 'Scalable'],
 ARRAY['Feature limitations', 'Customization constraints', 'Performance ceiling'],
 ARRAY[3, 5]),

-- Finance Domain
(3, 'finance', 'large', 'expert', 5, 94,
 ARRAY['Security-focused', 'Compliance ready', 'Reliable', 'Enterprise-grade'],
 ARRAY['High complexity', 'Compliance requirements', 'Expert team needed'],
 ARRAY[6, 7]),

(4, 'finance', 'enterprise', 'expert', 7, 96,
 ARRAY['Maximum security', 'Full compliance', 'Advanced features', 'Production-ready'],
 ARRAY['Very expensive', 'Complex implementation', 'Large team required'],
 ARRAY[8]),

-- Gaming Domain
(2, 'gaming', 'medium', 'intermediate', 3, 87,
 ARRAY['Real-time capabilities', 'Good performance', 'Cross-platform', 'Modern stack'],
 ARRAY['Performance limitations', 'Complexity', 'Learning curve'],
 ARRAY[4, 5]),

(3, 'gaming', 'large', 'expert', 6, 89,
 ARRAY['High performance', 'Scalable', 'Cloud-native', 'Advanced features'],
 ARRAY['High costs', 'Complex architecture', 'Expert team required'],
 ARRAY[5, 7]),

-- Media/Content Domain
(1, 'media', 'small', 'beginner', 1, 85,
 ARRAY['Content-focused', 'Easy deployment', 'Good for blogs', 'Cost-effective'],
 ARRAY['Limited features', 'Basic functionality', 'Scaling issues'],
 ARRAY[2, 3]),

(2, 'media', 'medium', 'intermediate', 4, 88,
 ARRAY['Content management', 'Good performance', 'Scalable', 'User-friendly'],
 ARRAY['Feature limitations', 'Customization needs', 'Performance constraints'],
 ARRAY[3, 5]),

-- IoT Domain
(3, 'iot', 'large', 'expert', 5, 91,
 ARRAY['Data handling', 'Real-time processing', 'Scalable', 'Enterprise-ready'],
 ARRAY['High complexity', 'Data management', 'Expert team needed'],
 ARRAY[6, 7]),

(4, 'iot', 'enterprise', 'expert', 7, 93,
 ARRAY['Advanced data processing', 'Maximum scalability', 'Enterprise features', 'Production-ready'],
 ARRAY['Very expensive', 'Complex implementation', 'Large team required'],
 ARRAY[8]),

-- Social Media Domain
(2, 'social', 'medium', 'intermediate', 3, 89,
 ARRAY['Real-time features', 'Good for social apps', 'Scalable', 'Modern stack'],
 ARRAY['Performance challenges', 'Complexity', 'Scaling costs'],
 ARRAY[4, 5]),

(3, 'social', 'large', 'expert', 6, 91,
 ARRAY['High performance', 'Advanced features', 'Scalable', 'Cloud-native'],
 ARRAY['High costs', 'Complex architecture', 'Expert team required'],
 ARRAY[5, 7]),

-- E-learning Domain
(1, 'elearning', 'small', 'beginner', 2, 86,
 ARRAY['Learning-focused', 'Easy to use', 'Cost-effective', 'Good for courses'],
 ARRAY['Limited features', 'Basic functionality', 'Scaling limitations'],
 ARRAY[1, 3]),

(2, 'elearning', 'medium', 'intermediate', 4, 88,
 ARRAY['LMS capabilities', 'Content management', 'User-friendly', 'Scalable'],
 ARRAY['Feature limitations', 'Customization needs', 'Performance constraints'],
 ARRAY[3, 5]),

-- Real Estate Domain
(2, 'realestate', 'medium', 'intermediate', 4, 87,
 ARRAY['Property management', 'Good for listings', 'User-friendly', 'Scalable'],
 ARRAY['Feature limitations', 'Customization needs', 'Performance constraints'],
 ARRAY[3, 5]),

(3, 'realestate', 'large', 'expert', 5, 89,
 ARRAY['Advanced features', 'Enterprise-ready', 'Scalable', 'Professional'],
 ARRAY['High complexity', 'Expert team needed', 'Implementation costs'],
 ARRAY[6, 7]),

-- Travel Domain
(2, 'travel', 'medium', 'intermediate', 3, 88,
 ARRAY['Booking capabilities', 'Good performance', 'User-friendly', 'Scalable'],
 ARRAY['Feature limitations', 'Integration complexity', 'Performance constraints'],
 ARRAY[4, 5]),

(3, 'travel', 'large', 'expert', 6, 90,
 ARRAY['Advanced booking', 'High performance', 'Scalable', 'Enterprise features'],
 ARRAY['High costs', 'Complex architecture', 'Expert team required'],
 ARRAY[5, 7]),

-- Manufacturing Domain
(3, 'manufacturing', 'large', 'expert', 5, 92,
 ARRAY['Industrial features', 'Data processing', 'Scalable', 'Enterprise-ready'],
 ARRAY['High complexity', 'Specialized requirements', 'Expert team needed'],
 ARRAY[6, 7]),

(4, 'manufacturing', 'enterprise', 'expert', 7, 94,
 ARRAY['Advanced industrial features', 'Maximum scalability', 'Enterprise integration', 'Production-ready'],
 ARRAY['Very expensive', 'Complex implementation', 'Large team required'],
 ARRAY[8]);

-- =====================================================
-- INDEXES FOR PERFORMANCE
-- =====================================================

-- Price-based indexes
CREATE INDEX idx_tech_pricing_tier ON tech_pricing(price_tier_id);
CREATE INDEX idx_tech_pricing_category ON tech_pricing(tech_category);
CREATE INDEX idx_price_based_stacks_tier ON price_based_stacks(price_tier_id);
CREATE INDEX idx_stack_recommendations_tier ON stack_recommendations(price_tier_id);

-- Technology-specific indexes
CREATE INDEX idx_frontend_maturity ON frontend_technologies(maturity_score);
CREATE INDEX idx_backend_performance ON backend_technologies(performance_rating);
CREATE INDEX idx_database_type ON database_technologies(database_type);
CREATE INDEX idx_cloud_provider ON cloud_technologies(provider);

-- Search optimization indexes
CREATE INDEX idx_frontend_name_search ON frontend_technologies USING gin(to_tsvector('english', name));
CREATE INDEX idx_backend_name_search ON backend_technologies USING gin(to_tsvector('english', name));
CREATE INDEX idx_stack_name_search ON price_based_stacks USING gin(to_tsvector('english', stack_name));

-- Composite indexes for common queries
CREATE INDEX idx_tech_pricing_cost_performance ON tech_pricing(total_cost_of_ownership_score, price_performance_ratio);
CREATE INDEX idx_stack_scale_complexity ON price_based_stacks(scalability_ceiling, maintenance_complexity);

-- =====================================================
-- VIEWS FOR EASIER QUERYING
-- =====================================================

-- View for complete stack information with pricing
CREATE OR REPLACE VIEW complete_stack_info AS
SELECT 
    pbs.id,
    pbs.stack_name,
    pt.tier_name,
    pt.target_audience,
    pbs.total_monthly_cost_usd,
    pbs.total_setup_cost_usd,
    pbs.frontend_tech,
    pbs.backend_tech,
    pbs.database_tech,
    pbs.cloud_tech,
    pbs.testing_tech,
    pbs.mobile_tech,
    pbs.devops_tech,
    pbs.ai_ml_tech,
    pbs.team_size_range,
    pbs.development_time_months,
    pbs.maintenance_complexity,
    pbs.scalability_ceiling,
    pbs.recommended_domains,
    pbs.success_rate_percentage,
    pbs.user_satisfaction_score
FROM price_based_stacks pbs
JOIN price_tiers pt ON pbs.price_tier_id = pt.id;

-- View for technology comparison by category
CREATE OR REPLACE VIEW tech_comparison AS
SELECT 
    'frontend' as category,
    name,
    maturity_score,
    learning_curve,
    performance_rating as rating,
    strengths,
    weaknesses
FROM frontend_technologies
UNION ALL
SELECT 
    'backend' as category,
    name,
    maturity_score,
    learning_curve,
    performance_rating as rating,
    strengths,
    weaknesses
FROM backend_technologies
UNION ALL
SELECT 
    'database' as category,
    name,
    maturity_score,
    'medium' as learning_curve,
    performance_rating as rating,
    strengths,
    weaknesses
FROM database_technologies;

-- View for price analysis
CREATE OR REPLACE VIEW price_analysis AS
SELECT 
    tp.tech_name,
    tp.tech_category,
    pt.tier_name,
    tp.monthly_operational_cost_usd as monthly_cost,
    tp.development_cost_usd + tp.training_cost_usd as initial_cost,
    tp.total_cost_of_ownership_score,
    tp.price_performance_ratio,
    tp.cost_per_user_usd
FROM tech_pricing tp
JOIN price_tiers pt ON tp.price_tier_id = pt.id;

-- =====================================================
-- SAMPLE QUERIES FOR TESTING
-- =====================================================

-- Find all stacks within a budget range
/*
SELECT * FROM complete_stack_info 
WHERE total_monthly_cost_usd BETWEEN 50 AND 200 
ORDER BY total_monthly_cost_usd;
*/

-- Get technology recommendations for a specific price tier
/*
SELECT DISTINCT tech_name, tech_category, monthly_operational_cost_usd 
FROM tech_pricing tp
JOIN price_tiers pt ON tp.price_tier_id = pt.id
WHERE pt.tier_name = 'Startup Budget'
ORDER BY tech_category, monthly_operational_cost_usd;
*/

-- Find the most cost-effective stack for a specific domain
/*
SELECT * FROM complete_stack_info 
WHERE 'saas' = ANY(recommended_domains)
ORDER BY total_monthly_cost_usd
LIMIT 5;
*/

-- Compare technologies by performance and cost
/*
SELECT * FROM price_analysis 
WHERE tech_category = 'frontend' 
ORDER BY price_performance_ratio DESC;
*/

-- =====================================================
-- STORED PROCEDURES FOR COMMON OPERATIONS
-- =====================================================

-- Function to recommend stacks based on budget and requirements
CREATE OR REPLACE FUNCTION recommend_stacks(
    budget_min DECIMAL DEFAULT 0,
    budget_max DECIMAL DEFAULT 10000,
    domain VARCHAR DEFAULT NULL,
    team_size VARCHAR DEFAULT NULL,
    experience_level VARCHAR DEFAULT NULL
)
RETURNS TABLE (
    stack_name VARCHAR,
    monthly_cost DECIMAL,
    setup_cost DECIMAL,
    tier_name VARCHAR,
    confidence_score INTEGER,
    tech_stack TEXT,
    recommendation_reason TEXT
) AS $$
BEGIN
    RETURN QUERY
    SELECT 
        pbs.stack_name::VARCHAR,
        pbs.total_monthly_cost_usd,
        pbs.total_setup_cost_usd,
        pt.tier_name::VARCHAR,
        sr.confidence_score,
        CONCAT(pbs.frontend_tech, ' + ', pbs.backend_tech, ' + ', pbs.database_tech, ' + ', pbs.cloud_tech)::TEXT as tech_stack,
        array_to_string(sr.recommendation_reasons, ', ')::TEXT as recommendation_reason
    FROM price_based_stacks pbs
    JOIN price_tiers pt ON pbs.price_tier_id = pt.id
    LEFT JOIN stack_recommendations sr ON pbs.id = sr.recommended_stack_id
    WHERE pbs.total_monthly_cost_usd BETWEEN budget_min AND budget_max
    AND (domain IS NULL OR domain = ANY(pbs.recommended_domains))
    AND (team_size IS NULL OR pbs.team_size_range = team_size)
    AND (experience_level IS NULL OR sr.team_experience_level = experience_level OR sr.team_experience_level IS NULL)
    ORDER BY sr.confidence_score DESC NULLS LAST, pbs.total_monthly_cost_usd ASC;
END;
$$ LANGUAGE plpgsql;

-- Function to calculate total cost of ownership for a custom stack
CREATE OR REPLACE FUNCTION calculate_tco(
    frontend_name VARCHAR,
    backend_name VARCHAR,
    database_name VARCHAR,
    cloud_name VARCHAR,
    months INTEGER DEFAULT 12
)
RETURNS TABLE (
    total_setup_cost DECIMAL,
    monthly_operational_cost DECIMAL,
    total_yearly_cost DECIMAL,
    cost_breakdown JSONB
) AS $$
DECLARE
    setup_cost DECIMAL := 0;
    monthly_cost DECIMAL := 0;
    breakdown JSONB;
BEGIN
    -- Calculate costs from each technology
    SELECT 
        COALESCE(SUM(tp.development_cost_usd + tp.training_cost_usd), 0),
        COALESCE(SUM(tp.monthly_operational_cost_usd), 0),
        jsonb_object_agg(tp.tech_name, jsonb_build_object(
            'setup_cost', tp.development_cost_usd + tp.training_cost_usd,
            'monthly_cost', tp.monthly_operational_cost_usd,
            'category', tp.tech_category
        ))
    INTO setup_cost, monthly_cost, breakdown
    FROM tech_pricing tp
    WHERE tp.tech_name IN (frontend_name, backend_name, database_name, cloud_name);

    RETURN QUERY
    SELECT 
        setup_cost,
        monthly_cost,
        setup_cost + (monthly_cost * months),
        breakdown;
END;
$$ LANGUAGE plpgsql;

-- Function to find technology alternatives within budget
CREATE OR REPLACE FUNCTION find_alternatives(
    tech_category VARCHAR,
    current_tech VARCHAR,
    max_monthly_cost DECIMAL DEFAULT NULL
)
RETURNS TABLE (
    alternative_name VARCHAR,
    monthly_cost DECIMAL,
    performance_rating INTEGER,
    learning_curve VARCHAR,
    cost_difference DECIMAL,
    performance_difference INTEGER
) AS $$
DECLARE
    current_cost DECIMAL;
    current_performance INTEGER;
BEGIN
    -- Get current technology metrics
    SELECT tp.monthly_operational_cost_usd INTO current_cost
    FROM tech_pricing tp 
    WHERE tp.tech_name = current_tech AND tp.tech_category = tech_category;

    -- Get performance rating based on category
    IF tech_category = 'frontend' THEN
        SELECT ft.performance_rating INTO current_performance
        FROM frontend_technologies ft WHERE ft.name = current_tech;
    ELSIF tech_category = 'backend' THEN
        SELECT bt.performance_rating INTO current_performance
        FROM backend_technologies bt WHERE bt.name = current_tech;
    ELSIF tech_category = 'database' THEN
        SELECT dt.performance_rating INTO current_performance
        FROM database_technologies dt WHERE dt.name = current_tech;
    END IF;

    -- Return alternatives based on category
    IF tech_category = 'frontend' THEN
        RETURN QUERY
        SELECT 
            ft.name::VARCHAR,
            tp.monthly_operational_cost_usd,
            ft.performance_rating,
            ft.learning_curve::VARCHAR,
            tp.monthly_operational_cost_usd - current_cost,
            ft.performance_rating - current_performance
        FROM frontend_technologies ft
        JOIN tech_pricing tp ON ft.name = tp.tech_name
        WHERE ft.name != current_tech
        AND (max_monthly_cost IS NULL OR tp.monthly_operational_cost_usd <= max_monthly_cost)
        ORDER BY ft.performance_rating DESC, tp.monthly_operational_cost_usd ASC;
        
    ELSIF tech_category = 'backend' THEN
        RETURN QUERY
        SELECT 
            bt.name::VARCHAR,
            tp.monthly_operational_cost_usd,
            bt.performance_rating,
            bt.learning_curve::VARCHAR,
            tp.monthly_operational_cost_usd - current_cost,
            bt.performance_rating - current_performance
        FROM backend_technologies bt
        JOIN tech_pricing tp ON bt.name = tp.tech_name
        WHERE bt.name != current_tech
        AND (max_monthly_cost IS NULL OR tp.monthly_operational_cost_usd <= max_monthly_cost)
        ORDER BY bt.performance_rating DESC, tp.monthly_operational_cost_usd ASC;
        
    ELSIF tech_category = 'database' THEN
        RETURN QUERY
        SELECT 
            dt.name::VARCHAR,
            tp.monthly_operational_cost_usd,
            dt.performance_rating,
            'medium'::VARCHAR as learning_curve,
            tp.monthly_operational_cost_usd - current_cost,
            dt.performance_rating - current_performance
        FROM database_technologies dt
        JOIN tech_pricing tp ON dt.name = tp.tech_name
        WHERE dt.name != current_tech
        AND (max_monthly_cost IS NULL OR tp.monthly_operational_cost_usd <= max_monthly_cost)
        ORDER BY dt.performance_rating DESC, tp.monthly_operational_cost_usd ASC;
    END IF;
END;
$$ LANGUAGE plpgsql;

-- =====================================================
-- BUSINESS INTELLIGENCE VIEWS
-- =====================================================

-- Technology adoption and success rates
CREATE OR REPLACE VIEW tech_adoption_analysis AS
SELECT 
    tech_category,
    tech_name,
    COUNT(*) as stack_usage_count,
    AVG(user_satisfaction_score) as avg_satisfaction,
    AVG(success_rate_percentage) as avg_success_rate,
    AVG(total_monthly_cost_usd) as avg_monthly_cost
FROM tech_pricing tp
JOIN price_based_stacks pbs ON (
    tp.tech_name = pbs.frontend_tech OR
    tp.tech_name = pbs.backend_tech OR
    tp.tech_name = pbs.database_tech OR
    tp.tech_name = pbs.cloud_tech OR
    tp.tech_name = pbs.testing_tech OR
    tp.tech_name = pbs.devops_tech OR
    tp.tech_name = pbs.ai_ml_tech
)
GROUP BY tech_category, tech_name
ORDER BY avg_success_rate DESC, avg_satisfaction DESC;

-- Price tier effectiveness analysis
CREATE OR REPLACE VIEW price_tier_analysis AS
SELECT 
    pt.tier_name,
    pt.target_audience,
    COUNT(pbs.id) as available_stacks,
    AVG(pbs.user_satisfaction_score) as avg_satisfaction,
    AVG(pbs.success_rate_percentage) as avg_success_rate,
    MIN(pbs.total_monthly_cost_usd) as min_monthly_cost,
    MAX(pbs.total_monthly_cost_usd) as max_monthly_cost,
    AVG(pbs.total_monthly_cost_usd) as avg_monthly_cost,
    AVG(pbs.development_time_months) as avg_dev_time
FROM price_tiers pt
JOIN price_based_stacks pbs ON pt.id = pbs.price_tier_id
GROUP BY pt.id, pt.tier_name, pt.target_audience
ORDER BY pt.min_price_usd;

-- Domain-specific stack recommendations
CREATE OR REPLACE VIEW domain_stack_analysis AS
SELECT 
    domain,
    COUNT(*) as available_stacks,
    AVG(total_monthly_cost_usd) as avg_monthly_cost,
    AVG(user_satisfaction_score) as avg_satisfaction,
    AVG(success_rate_percentage) as avg_success_rate,
    array_agg(stack_name ORDER BY user_satisfaction_score DESC) as top_stacks
FROM (
    SELECT 
        unnest(recommended_domains) as domain,
        stack_name,
        total_monthly_cost_usd,
        user_satisfaction_score,
        success_rate_percentage
    FROM price_based_stacks
) domain_stacks
GROUP BY domain
ORDER BY avg_satisfaction DESC;

-- =====================================================
-- TRIGGERS FOR DATA CONSISTENCY
-- =====================================================

-- Function to update stack costs when tech pricing changes
CREATE OR REPLACE FUNCTION update_stack_costs()
RETURNS TRIGGER AS $$
BEGIN
    -- Update all stacks that use the modified technology
    UPDATE price_based_stacks 
    SET 
        total_monthly_cost_usd = (
            SELECT COALESCE(
                (SELECT monthly_operational_cost_usd FROM tech_pricing WHERE tech_name = frontend_tech AND tech_category = 'frontend') +
                (SELECT monthly_operational_cost_usd FROM tech_pricing WHERE tech_name = backend_tech AND tech_category = 'backend') +
                (SELECT monthly_operational_cost_usd FROM tech_pricing WHERE tech_name = database_tech AND tech_category = 'database') +
                (SELECT monthly_operational_cost_usd FROM tech_pricing WHERE tech_name = cloud_tech AND tech_category = 'cloud'), 0
            )
        ),
        total_setup_cost_usd = (
            SELECT COALESCE(
                (SELECT development_cost_usd + training_cost_usd FROM tech_pricing WHERE tech_name = frontend_tech AND tech_category = 'frontend') +
                (SELECT development_cost_usd + training_cost_usd FROM tech_pricing WHERE tech_name = backend_tech AND tech_category = 'backend') +
                (SELECT development_cost_usd + training_cost_usd FROM tech_pricing WHERE tech_name = database_tech AND tech_category = 'database') +
                (SELECT development_cost_usd + training_cost_usd FROM tech_pricing WHERE tech_name = cloud_tech AND tech_category = 'cloud'), 0
            )
        )
    WHERE frontend_tech = NEW.tech_name 
       OR backend_tech = NEW.tech_name 
       OR database_tech = NEW.tech_name 
       OR cloud_tech = NEW.tech_name
       OR testing_tech = NEW.tech_name
       OR devops_tech = NEW.tech_name
       OR ai_ml_tech = NEW.tech_name;
    
    RETURN NEW;
END;
$$ LANGUAGE plpgsql;

-- Create trigger
CREATE TRIGGER update_stack_costs_trigger
    AFTER UPDATE ON tech_pricing
    FOR EACH ROW
    EXECUTE FUNCTION update_stack_costs();

-- =====================================================
-- SAMPLE DATA QUERIES AND USAGE EXAMPLES
-- =====================================================

/*
-- Example 1: Find stacks within budget for a SaaS startup
SELECT * FROM recommend_stacks(50, 200, 'saas', '3-5', 'intermediate');

-- Example 2: Calculate TCO for a custom stack
SELECT * FROM calculate_tco('React', 'Node.js', 'PostgreSQL', 'Vercel', 12);

-- Example 3: Find alternatives to expensive cloud providers
SELECT * FROM find_alternatives('cloud', 'AWS', 100);

-- Example 4: Get all micro-budget friendly technologies
SELECT tp.tech_name, tp.tech_category, tp.monthly_operational_cost_usd, pt.tier_name
FROM tech_pricing tp
JOIN price_tiers pt ON tp.price_tier_id = pt.id
WHERE pt.tier_name = 'Micro Budget'
ORDER BY tp.tech_category, tp.monthly_operational_cost_usd;

-- Example 5: Find the most cost-effective stack by domain
SELECT 
    unnest(recommended_domains) as domain,
    stack_name,
    total_monthly_cost_usd,
    user_satisfaction_score,
    success_rate_percentage
FROM price_based_stacks
WHERE 'ecommerce' = ANY(recommended_domains)
ORDER BY total_monthly_cost_usd
LIMIT 3;

-- Example 6: Technology performance vs cost analysis
SELECT 
    tech_name,
    tech_category,
    monthly_operational_cost_usd,
    price_performance_ratio,
    total_cost_of_ownership_score
FROM tech_pricing
WHERE tech_category = 'frontend'
ORDER BY price_performance_ratio DESC;

-- Example 7: Get complete stack details with all technologies
SELECT 
    csi.*,
    CONCAT(
        'Frontend: ', frontend_tech, ' | ',
        'Backend: ', backend_tech, ' | ',
        'Database: ', database_tech, ' | ',
        'Cloud: ', cloud_tech
    ) as full_stack_description
FROM complete_stack_info csi
WHERE tier_name = 'Startup Budget'
ORDER BY total_monthly_cost_usd;
*/

-- =====================================================
-- FINAL SETUP VERIFICATION
-- =====================================================

-- Verify data integrity
DO $$
DECLARE
    table_count INTEGER;
    total_records INTEGER;
BEGIN
    -- Count tables
    SELECT COUNT(*) INTO table_count
    FROM information_schema.tables 
    WHERE table_schema = 'public' AND table_type = 'BASE TABLE';
    
    -- Count total records across main tables
    SELECT 
        (SELECT COUNT(*) FROM frontend_technologies) +
        (SELECT COUNT(*) FROM backend_technologies) +
        (SELECT COUNT(*) FROM database_technologies) +
        (SELECT COUNT(*) FROM cloud_technologies) +
        (SELECT COUNT(*) FROM testing_technologies) +
        (SELECT COUNT(*) FROM mobile_technologies) +
        (SELECT COUNT(*) FROM devops_technologies) +
        (SELECT COUNT(*) FROM ai_ml_technologies) +
        (SELECT COUNT(*) FROM tech_pricing) +
        (SELECT COUNT(*) FROM price_based_stacks) +
        (SELECT COUNT(*) FROM stack_recommendations)
    INTO total_records;
    
    RAISE NOTICE 'Database setup completed successfully!';
    RAISE NOTICE 'Created % tables with % total records', table_count, total_records;
    RAISE NOTICE 'Ready for Neo4j migration and enhanced tech stack recommendations';
END $$;

-- =====================================================
-- BUSINESS/PRODUCTIVITY TOOLS TABLE
-- =====================================================

-- Create tools table for business/productivity tools recommendations
CREATE TABLE tools (
    id SERIAL PRIMARY KEY,
    name VARCHAR(255) NOT NULL,
    category VARCHAR(100) NOT NULL,
    description TEXT,
    primary_use_cases TEXT,
    popularity_score INT CHECK (popularity_score >= 1 AND popularity_score <= 100),
    created_at TIMESTAMP DEFAULT now()
);

-- Create indexes for better performance
CREATE INDEX idx_tools_category ON tools(category);
CREATE INDEX idx_tools_popularity ON tools(popularity_score);
CREATE INDEX idx_tools_name_search ON tools USING gin(to_tsvector('english', name));

-- =====================================================
-- SEED DATA - BUSINESS/PRODUCTIVITY TOOLS
-- =====================================================

INSERT INTO tools (name, category, description, primary_use_cases, popularity_score) VALUES

-- E-commerce Tools
('Shopify', 'e-commerce', 'Complete e-commerce platform for online stores with built-in payment processing, inventory management, and marketing tools', 'Online store creation, product management, order processing, payment handling, inventory tracking, customer management, marketing automation', 95),
('WooCommerce', 'e-commerce', 'WordPress plugin that transforms any WordPress site into a fully functional e-commerce store', 'WordPress e-commerce, product catalog, payment processing, order management, inventory control, customer accounts', 90),
('Magento', 'e-commerce', 'Enterprise-grade e-commerce platform with advanced customization and scalability features', 'Large-scale e-commerce, B2B commerce, multi-store management, advanced catalog management, enterprise integrations', 85),
('BigCommerce', 'e-commerce', 'SaaS e-commerce platform with built-in features for growing online businesses', 'Online store setup, payment processing, SEO optimization, multi-channel selling, inventory management', 80),
('Squarespace Commerce', 'e-commerce', 'Website builder with integrated e-commerce capabilities for small to medium businesses', 'Website creation with e-commerce, product showcase, payment processing, inventory management, customer management', 75),
('PrestaShop', 'e-commerce', 'Open-source e-commerce platform with extensive customization options', 'Custom e-commerce solutions, multi-language stores, advanced product management, payment gateway integration', 70),

-- CRM Tools
('HubSpot CRM', 'crm', 'Free CRM platform with sales, marketing, and customer service tools for growing businesses', 'Lead management, contact tracking, sales pipeline management, email marketing, customer support, analytics', 95),
('Salesforce CRM', 'crm', 'Enterprise-grade CRM platform with extensive customization and integration capabilities', 'Enterprise sales management, customer relationship management, marketing automation, analytics, custom applications', 98),
('Zoho CRM', 'crm', 'Comprehensive CRM solution with sales, marketing, and customer support features', 'Lead and contact management, sales automation, email marketing, customer support, analytics, mobile access', 85),
('Pipedrive', 'crm', 'Sales-focused CRM with visual pipeline management and automation features', 'Sales pipeline management, deal tracking, contact management, email integration, sales reporting', 80),
('Freshworks CRM', 'crm', 'Modern CRM platform with AI-powered insights and automation capabilities', 'Lead management, contact tracking, sales automation, email marketing, customer support, AI insights', 75),
('Monday.com CRM', 'crm', 'Visual CRM platform with customizable workflows and team collaboration features', 'Sales pipeline management, contact tracking, team collaboration, project management, automation', 70),

-- Analytics Tools
('Google Analytics', 'analytics', 'Web analytics service that tracks and reports website traffic and user behavior', 'Website traffic analysis, user behavior tracking, conversion tracking, audience insights, performance monitoring', 98),
('Mixpanel', 'analytics', 'Advanced analytics platform focused on user behavior and product analytics', 'User behavior analysis, funnel analysis, cohort analysis, A/B testing, product analytics, retention tracking', 85),
('Amplitude', 'analytics', 'Product analytics platform for understanding user behavior and driving growth', 'User journey analysis, behavioral analytics, cohort analysis, retention analysis, feature adoption tracking', 80),
('Hotjar', 'analytics', 'User behavior analytics tool with heatmaps, session recordings, and feedback collection', 'Heatmap analysis, session recordings, user feedback, conversion optimization, user experience analysis', 75),
('Tableau', 'analytics', 'Business intelligence and data visualization platform for advanced analytics', 'Data visualization, business intelligence, advanced analytics, reporting, data exploration, dashboard creation', 90),
('Power BI', 'analytics', 'Microsoft business analytics service for data visualization and business intelligence', 'Data visualization, business intelligence, reporting, dashboard creation, data modeling, advanced analytics', 85),

-- Payment Processing
('Stripe', 'payments', 'Online payment processing platform for internet businesses with developer-friendly APIs', 'Online payments, subscription billing, marketplace payments, international payments, fraud prevention, API integration', 95),
('PayPal', 'payments', 'Global payment platform supporting online payments, money transfers, and business solutions', 'Online payments, money transfers, business payments, international transactions, mobile payments, invoicing', 90),
('Razorpay', 'payments', 'Payment gateway solution designed for Indian businesses with local payment methods', 'Indian payment processing, UPI payments, card payments, subscription billing, payment links, business banking', 85),
('Square', 'payments', 'Payment processing platform with point-of-sale and online payment solutions', 'Point-of-sale payments, online payments, invoicing, business management, payment analytics, mobile payments', 80),
('Adyen', 'payments', 'Global payment platform for enterprise businesses with advanced fraud prevention', 'Enterprise payments, global payment processing, fraud prevention, payment optimization, unified commerce', 75),
('Braintree', 'payments', 'PayPal-owned payment platform with advanced features for online and mobile payments', 'Online payments, mobile payments, marketplace payments, subscription billing, fraud protection, global payments', 70),

-- Communication Tools
('Slack', 'communication', 'Business communication platform with channels, direct messaging, and app integrations', 'Team communication, project collaboration, file sharing, app integrations, video calls, workflow automation', 95),
('Microsoft Teams', 'communication', 'Collaboration platform with chat, video meetings, and Microsoft 365 integration', 'Team communication, video conferencing, file collaboration, Microsoft 365 integration, project management', 90),
('Discord', 'communication', 'Voice, video, and text communication platform popular with gaming and tech communities', 'Community building, voice/video calls, text chat, server management, bot integration, streaming', 85),
('Zoom', 'communication', 'Video conferencing platform with meeting, webinar, and collaboration features', 'Video meetings, webinars, screen sharing, recording, virtual events, team collaboration', 90),
('Telegram', 'communication', 'Cloud-based messaging platform with group chats, channels, and bot support', 'Messaging, group chats, channels, file sharing, bot integration, voice/video calls, cloud storage', 80),
('WhatsApp Business', 'communication', 'Business messaging platform for customer communication and marketing', 'Customer communication, business messaging, marketing campaigns, catalog sharing, payment integration', 75),

-- Project Management
('Trello', 'project-management', 'Visual project management tool using boards, lists, and cards for task organization', 'Task management, project tracking, team collaboration, workflow visualization, deadline management, progress tracking', 85),
('Jira', 'project-management', 'Agile project management tool designed for software development teams', 'Agile project management, issue tracking, sprint planning, bug tracking, release management, team collaboration', 90),
('Asana', 'project-management', 'Work management platform for teams to organize, track, and manage their work', 'Task management, project planning, team collaboration, workflow automation, progress tracking, deadline management', 85),
('Monday.com', 'project-management', 'Work operating system with customizable workflows and visual project management', 'Project management, team collaboration, workflow automation, resource management, time tracking, reporting', 80),
('Notion', 'project-management', 'All-in-one workspace combining notes, docs, wikis, and project management', 'Note-taking, documentation, project management, team collaboration, knowledge management, task tracking', 85),
('Basecamp', 'project-management', 'Project management and team communication platform with simple, organized interface', 'Project management, team communication, file sharing, scheduling, progress tracking, client collaboration', 75),

-- Marketing Tools
('Mailchimp', 'marketing', 'Email marketing and automation platform with audience management and analytics', 'Email marketing, marketing automation, audience segmentation, campaign management, analytics, landing pages', 90),
('Klaviyo', 'marketing', 'E-commerce marketing automation platform with advanced segmentation and personalization', 'E-commerce marketing, email automation, SMS marketing, customer segmentation, personalization, analytics', 85),
('SEMrush', 'marketing', 'Digital marketing toolkit with SEO, PPC, content, and social media marketing tools', 'SEO analysis, keyword research, competitor analysis, PPC management, content marketing, social media management', 80),
('HubSpot Marketing', 'marketing', 'Inbound marketing platform with lead generation, email marketing, and analytics', 'Lead generation, email marketing, marketing automation, landing pages, analytics, CRM integration', 85),
('Hootsuite', 'marketing', 'Social media management platform for scheduling, monitoring, and analytics', 'Social media scheduling, content management, social listening, analytics, team collaboration, brand monitoring', 80),
('Canva', 'marketing', 'Graphic design platform with templates and tools for creating marketing materials', 'Graphic design, social media graphics, presentations, marketing materials, brand assets, team collaboration', 90),

-- Design & Content Creation
('Figma', 'design', 'Collaborative interface design tool with real-time editing and prototyping features', 'UI/UX design, prototyping, design systems, team collaboration, design handoff, component libraries', 95),
('Adobe Creative Suite', 'design', 'Comprehensive suite of creative tools for design, photography, and video production', 'Graphic design, photo editing, video production, web design, illustration, animation, print design', 90),
('Sketch', 'design', 'Digital design toolkit for creating user interfaces and user experiences', 'UI design, prototyping, design systems, vector graphics, collaboration, design handoff', 85),
('InVision', 'design', 'Digital product design platform with prototyping and collaboration features', 'Prototyping, design collaboration, user testing, design handoff, design systems, workflow management', 80),
('Adobe XD', 'design', 'User experience design tool with prototyping and collaboration capabilities', 'UX design, prototyping, design systems, collaboration, user testing, design handoff', 85),
('Framer', 'design', 'Interactive design tool for creating high-fidelity prototypes and animations', 'Interactive prototyping, animation design, responsive design, user testing, design handoff', 75),

-- Development & DevOps
('GitHub', 'development', 'Code hosting platform with version control, collaboration, and project management features', 'Code hosting, version control, collaboration, project management, CI/CD, code review, issue tracking', 95),
('GitLab', 'development', 'DevOps platform with Git repository management, CI/CD, and project management', 'Version control, CI/CD, project management, code review, issue tracking, DevOps automation', 85),
('Bitbucket', 'development', 'Git repository management solution with built-in CI/CD and collaboration tools', 'Version control, code collaboration, CI/CD, project management, code review, issue tracking', 80),
('Jira Software', 'development', 'Agile project management tool specifically designed for software development teams', 'Agile project management, sprint planning, issue tracking, release management, team collaboration', 90),
('Confluence', 'development', 'Team collaboration and documentation platform for knowledge sharing and project documentation', 'Documentation, knowledge management, team collaboration, project documentation, meeting notes, wikis', 85),
('Jenkins', 'development', 'Open-source automation server for building, testing, and deploying software', 'CI/CD automation, build automation, testing automation, deployment automation, pipeline management', 80),

-- Customer Support
('Zendesk', 'customer-support', 'Customer service platform with ticketing, knowledge base, and communication tools', 'Customer support, ticket management, knowledge base, live chat, customer communication, analytics', 90),
('Intercom', 'customer-support', 'Customer messaging platform with support, engagement, and marketing features', 'Customer support, live chat, messaging, customer engagement, marketing automation, analytics', 85),
('Freshdesk', 'customer-support', 'Cloud-based customer support software with ticketing and communication features', 'Customer support, ticket management, knowledge base, live chat, customer communication, automation', 80),
('Help Scout', 'customer-support', 'Customer service platform focused on team collaboration and customer satisfaction', 'Customer support, ticket management, team collaboration, customer communication, knowledge base, analytics', 75),
('LiveChat', 'customer-support', 'Live chat software for customer support and sales with automation features', 'Live chat, customer support, sales chat, chat automation, visitor tracking, analytics', 70),
('Crisp', 'customer-support', 'Customer messaging platform with live chat, email, and social media integration', 'Live chat, customer support, email integration, social media integration, visitor tracking, analytics', 65),

-- Business Intelligence & Reporting
('Google Data Studio', 'business-intelligence', 'Free data visualization and reporting tool that integrates with Google services', 'Data visualization, reporting, dashboard creation, Google Analytics integration, data exploration', 80),
('Looker', 'business-intelligence', 'Business intelligence platform with data modeling and visualization capabilities', 'Business intelligence, data modeling, visualization, reporting, analytics, data exploration', 85),
('Qlik Sense', 'business-intelligence', 'Self-service data visualization and business intelligence platform', 'Data visualization, business intelligence, self-service analytics, reporting, data exploration', 80),
('Sisense', 'business-intelligence', 'Business intelligence platform with embedded analytics and data visualization', 'Business intelligence, embedded analytics, data visualization, reporting, data modeling', 75),
('Domo', 'business-intelligence', 'Cloud-based business intelligence platform with real-time data visualization', 'Business intelligence, real-time analytics, data visualization, reporting, dashboard creation', 70),
('Metabase', 'business-intelligence', 'Open-source business intelligence tool with easy-to-use interface for data exploration', 'Business intelligence, data exploration, reporting, dashboard creation, SQL queries, data visualization', 75),

-- Accounting & Finance
('QuickBooks', 'accounting', 'Accounting software for small and medium businesses with invoicing and expense tracking', 'Accounting, invoicing, expense tracking, financial reporting, tax preparation, payroll management', 90),
('Xero', 'accounting', 'Cloud-based accounting software for small businesses with bank reconciliation and reporting', 'Accounting, bank reconciliation, invoicing, expense tracking, financial reporting, inventory management', 85),
('FreshBooks', 'accounting', 'Cloud-based accounting software designed for small businesses and freelancers', 'Accounting, invoicing, expense tracking, time tracking, project management, financial reporting', 80),
('Wave', 'accounting', 'Free accounting software for small businesses with invoicing and receipt scanning', 'Accounting, invoicing, expense tracking, receipt scanning, financial reporting, tax preparation', 75),
('Sage', 'accounting', 'Business management software with accounting, payroll, and HR features', 'Accounting, payroll management, HR management, financial reporting, inventory management, business intelligence', 80),
('Zoho Books', 'accounting', 'Online accounting software with invoicing, expense tracking, and financial reporting', 'Accounting, invoicing, expense tracking, financial reporting, inventory management, project management', 75);

-- =====================================================
-- VERIFICATION QUERIES FOR TOOLS TABLE
-- =====================================================

-- Verify data insertion
DO $$
DECLARE
    tool_count INTEGER;
    category_count INTEGER;
BEGIN
    SELECT COUNT(*) INTO tool_count FROM tools;
    SELECT COUNT(DISTINCT category) INTO category_count FROM tools;
    
    RAISE NOTICE 'Tools table migration completed successfully!';
    RAISE NOTICE 'Created tools table with % categories and % total tools', category_count, tool_count;
    RAISE NOTICE 'Ready for domain-based tool recommendations';
END $$;

-- =====================================================
-- NEO4J MIGRATION PREPARATION NOTES
-- =====================================================

/*
For future Neo4j migration, consider these relationships:
1. Technology -> BELONGS_TO -> Category
2. Technology -> HAS_PRICING -> PriceTier
3. Technology -> COMPATIBLE_WITH -> Technology
4. Stack -> INCLUDES -> Technology
5. Stack -> SUITABLE_FOR -> Domain
6. Stack -> RECOMMENDED_FOR -> PriceTier
7. Technology -> ALTERNATIVE_TO -> Technology
8. Stack -> COMPETES_WITH -> Stack
9. Tools -> RECOMMENDED_FOR -> Domain
10. Tools -> CATEGORY_MATCHES -> Technology

Key nodes:
- Technology (with all properties)
- PriceTier (budget categories)
- Domain (business domains)
- Stack (technology combinations)
- Team (size and experience)
- Tools (business/productivity tools)

This relational structure provides a solid foundation for graph database migration
while maintaining referential integrity and query performance.
*/