Dataset Catalog

Comprehensive database of 5000+ AI-powered SaaS tools with pricing, features, categories, integrations, and market positioning data. Updated weekly from 40+ sources.

Detailed pricing intelligence for 3000+ B2B SaaS companies. Includes tier breakdowns, pricing model types, annual vs monthly discounts, and feature matrices per tier.

Complete funding data for 10,000+ startups from Seed to Series D. Covers funding rounds, investor names, amounts, dates, valuations, and startup metrics.

50,000+ remote job listings scraped from 200+ platforms. Includes salary ranges, required skills, company info, tech stack, and geographic restrictions.

800,000+ product listings from major e-commerce platforms. Includes pricing, categories, ratings, review counts, seller info, and historical price changes.

Verified contact data for 15,000 tech companies. Decision-maker emails, LinkedIn profiles, company size, tech stack used, funding stage, and growth signals.

Profiles of 5,000+ venture capitalists and angel investors. Investment thesis, portfolio companies, check sizes, preferred stages, and contact information.

Operational benchmarks for 1,200 SaaS companies. CAC, LTV, churn rates, NPS scores, ARR growth, net revenue retention, and payback periods by category and ARR range.

Salary data for 25,000 software developers worldwide. Broken down by role, experience, tech stack, location, company size, and remote vs on-site.

500,000 high-quality text samples for LLM fine-tuning and NLP tasks. Includes instruction-following pairs, Q&A sets, domain-specific corpora (legal, medical, technical).

100+ architecture patterns from real enterprise systems: event sourcing, circuit breaker, CQRS, saga orchestration, API gateway, service mesh. Each pattern includes context, problem, solution, trade-offs, and implementation notes.

Comprehensive dataset of payment processing patterns: state machines, reconciliation flows, multi-currency handling, fraud detection signals, and idempotency strategies from production billing systems.

200+ RESTful and GraphQL API design patterns: endpoint naming, versioning, pagination, error handling, authentication, rate limiting, and caching strategies. Anonymized from 40+ production microservices.

62+ validated micro-SaaS niches with competition analysis, TAM estimates, pricing benchmarks, and market signals. Weeks of research compressed into structured data.

Weekly updated dataset of new startup launches from Product Hunt, Hacker News, and IndieHackers. Includes launch metrics, upvotes, categories, and founder info.

Weekly curated dataset of pain signals extracted from 20+ Reddit subreddits. AI-classified into categories: need_tool, complaint, alternative_seeking, willingness_to_pay, automation_need.

Complete database of ProductHunt launches with metrics: upvotes, comments, maker info, category, pricing, and tech stack. Updated weekly.

Structured dataset of bot detection techniques: fingerprinting signals, behavioral patterns, Bloom filter configurations, CAPTCHA integration points, and scoring algorithms from production anti-bot systems.

50+ production-ready database schemas for common domains: e-commerce, CRM, billing, CMS, LMS, marketplace, SaaS multi-tenant, inventory, booking. Ready SQL DDL + Prisma/Drizzle.

500+ error handling patterns categorized by type: retry strategies, circuit breakers, fallback chains, dead letter queues, graceful degradation. From production distributed systems.

Monthly intelligence report on tech job market: salaries by skill/role/location, demand trends, emerging skills, company hiring patterns. Aggregated from 50+ job boards.

Analytics for 10,000+ Chrome extensions: user counts, ratings, revenue estimates, category rankings, update frequency, and MV2→MV3 migration status.