Datasets:
metadata
license: mit
task_categories:
- tabular-classification
language:
- en
tags:
- saas
- pricing
- market-analysis
- software-comparison
- sqlite
size_categories:
- n<1K
SaaS Market Intelligence Dataset
331 software products. dozens of categories. Actual pricing data — not estimates.
Files
| File | Description |
|---|---|
comparedge_database_schema.sql |
Full DDL. 5 tables, 3 views. Import: sqlite3 db.sqlite < schema.sql |
SaaS_Pricing_Transparency_Report_Q2_2026.pdf |
Quarterly pricing analysis — category breakdowns, LLM token costs, free tier availability |
Schema overview
Tables: categories, products, pricing_plans, features, price_history
Views:
v_category_stats— avg rating, avg price, free tier % per categoryv_llm_comparison— LLM products with pricing plan detailsv_free_tier_products— all 246 products with perpetual free tiers
Billing model distribution
Our pipeline classifies each plan into one of four billing models: per-seat (most common in project management and CRM), flat rate (typical for individual tools), usage-based (LLM APIs, cloud hosting), and freemium.
74.3% of tracked products offer a functional free tier. Not a 14-day trial — a permanent plan with real utility.
Methodology
Pricing scraped from public vendor pages. Where a vendor hides pricing behind "Contact Sales", we record null. Ratings from G2 and Capterra — averaged when both exist, used as-is when only one source is available.
Full SQLite database (864 KB): Kaggle