All changes
March 5, 2026
🌐IMPROVEDImport

17-platform scraping overhaul

We rebuilt every review-site scraper from the ground up with a consistent pipeline, dedup, and full pagination (no more "we got the first 10 and stopped"). Highlights:

  • Yelp β€” 256 reviews via Yelp's GraphQL API through Web Unlocker
  • YouTube β€” 500 comments fetched in ~2.4 seconds
  • Reddit β€” 54 comments via stealth browser on old.reddit.com (free, no API key)
  • Realtor.com β€” 412 reviews via __NEXT_DATA__
  • Zillow β€” 10 reviews via Web Unlocker with country bypass
  • Udemy β€” dedicated scraper with improved scrolling
  • Plus fixes for HomeStars, Fiverr, ProductHunt, Booking.com, G2, and more

Parallel batches of 5 pages, skip flaky pages instead of failing the whole import, dedupe by content hash.

Learn more: Import overview

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