Skip to content
DevTools Feed
New Releases DevOps & Platform Eng Open Source Cloud & Infrastructure
AI Dev Tools Databases & Backend Frontend & Web Engineering Culture
AI Tools

#JA3 fingerprinting

Code snippet detecting Google ad review bot clusters via JA3 fingerprints
AI Dev Tools

Google's 2026 Ad Bots Mimic Humans—Detection Code That Still Works

Google's ad review bots just got scarily good at pretending to be human. But they've still got tells—uniform scroll speeds, JA3 clusters—that savvy buyers can exploit.

4 min read 3 hours ago
DevTools Feed

Ship faster. Build smarter.

Categories

  • New Releases
  • DevOps & Platform Eng
  • Open Source
  • Cloud & Infrastructure
  • AI Dev Tools
  • Databases & Backend
  • Frontend & Web
  • Engineering Culture

More

  • RSS Feed
  • Sitemap
  • About
  • AI Tools
  • Advertise

Legal

  • Privacy
  • Terms
  • Work With Us

© 2026 DevTools Feed. All rights reserved.

📬

Stay in the loop

The week's most important stories from DevTools Feed, delivered once a week.

No spam. Unsubscribe any time.