Use cases
What teams build with web data.
The most common production workloads for structured web scraping — how each pipeline works and where the hard parts hide.
Web Scraping for Price Monitoring
How retailers and brands use web scraping to track competitor prices, stock, and promotions across marketplaces — pipeline design, update cadence, and common pitfalls.
Web Scraping for Lead Enrichment
Fill CRM records with firmographic data scraped from public company pages and directories — what to collect, how to keep it fresh, and how to stay compliant with privacy law.
Web Scraping for Machine-Learning Training Data
Building ML training datasets from the public web: collection at scale, deduplication and quality filtering, licensing considerations, and why schema validation matters.