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.
⚡ Key Takeaways
- Google's 2026 bots use real browsers, residential IPs, and behavior sim—but JA3 clusters and uniform timing betray them.
- Implement the provided Python detection code to flag 90%+ of reviews without hurting real traffic.
- This arms race favors big players; small buyers need tools like ads-review now to survive.
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Originally reported by dev.to
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