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techMEDIUM2026-04-18 15:01 UTC

How I Stopped Retry Storms from Destroying My Scraping Budget

Last month I watched a scraping job quietly burn $240 overnight. The target site started returning 403s around 2 AM. The agent retried. Got another 403. Retried again. By morning it had made 600+ identical requests to a URL that was never going to respond — and I paid for every single one of them in

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