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Articles tagged with #scraping
The Web Scraping Stack I Use After Building 35 Apify Actors (Tools, Patterns, Pitfalls) Three years ago I spent four hours debugging why my scraper was returning empty results. Turned out the site had migrated to a React SPA six weeks earlier and nob...
Scraping Amazon Products with Python: A No-Nonsense Guide As a senior Python developer who's built 35 web scrapers over the years, I've tangled with e-commerce giants like Amazon more times than I can count. Scraping product data from Amazon can be i...
Build a B2B Software Review Scraper for G2 and Capterra in 2026 As a developer, you’ve likely faced the frustration of manually gathering market insights for B2B software—hours spent sifting through platforms like G2, Capterra, Trustpilot, and TrustR...
Here is a problem most people outside sustainability departments do not know about: Every year, thousands of companies publish ESG reports. These reports contain critical data — greenhouse gas emissions, energy consumption, diversity metrics, CDP dis...
A year ago, I had zero scrapers on Apify. Today, I have 30 published actors, with 9 of them ranking in the top 3 of their niche. Here is what that journey looked like — and why I think building data tools is one of the most underrated side businesses...
