Your scraper worked perfectly in testing. Clean responses, correct fields, no errors. Then you pushed it to production and within two weeks it was returning empty results, burning through credits five times faster than expected, or silently failing on the exact pages you needed most. This is not a rare edge case. It is one of the most common patterns in web data collection, and it happens because testing conditions and production conditions are fundamentally different environ