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Notes from the trenches.

What breaks, what we did about it, and what the data is good for. Subscribe via RSS.

11 Sept 2026 · 6 min read

Does This Company Run Google Ads? Screen Domains in Bulk

How to answer 'does this company run Google Ads' for thousands of domains at once, with a Python snippet and honest pricing math.

web-scrapingapify

9 Sept 2026 · 6 min

How we keep 200 web scrapers alive

Web scraper maintenance is the real product: how Devil Scrapes monitors 202 Actors, triages breakages, and cloud-verifies every fix before it ships.

8 Sept 2026 · 5 min

Why your scraper gets blocked at 3 a.m.

Why does my scraper get blocked? TLS fingerprints, IP reputation, session continuity, rate limits, and the geo-random exit trap — and how we absorb all of it.