Escaping the Retry Storm Trap: The Hidden Cost of Distributed Scraping

In distributed scraping setups, traditional per-session retry limits fail catastrophically because the same blocked URL can be requeued across multiple runs, creating exponential cost overruns that per-request monitoring never catches. A 3-retry limit across 200 independent worker runs results in 600+ identical requests and a 600× cost multiplier. Real protection requires cross-workspace pattern tracking and upstream blocking at the queue level, before compute execution begins.