Dev.to
7/21/2026

The original title is: "Google Trends widget tokens are IP-bound: a debugging story for proxy-based scrapers"
Original: Google Trends ties its data tokens to your IP and it broke my scraper in a way I didn't expect
Short summary
A detailed debugging account of building a Google Trends scraper as an Apify Actor, where related-search endpoints silently failed behind proxies. The root cause: Google Trends ties widget tokens to the requesting IP address, so rotating proxies invalidate tokens between steps. The fix is pinning all requests in a run to a single proxy session IP, keeping tokens valid across explore, timeline, and related-search calls.
- •Google Trends widget tokens are IP-bound — rotating proxies break multi-step API calls
- •Fix: pin all requests in a session to one proxy IP via sticky sessions
- •Generalizable lesson: any token-then-use API may be IP-pinned, not rate-limited
Generated with AI, which can make mistakes.
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