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Jan 31, 2026

Trading bot keeps getting 429s after deploy: stop rate limit storms

When deploys trigger 429 storms: why synchronized restarts amplify rate limits, how to diagnose fixed window vs leaky bucket, and guardrails that stop repeat incidents.

Jan 14, 2026

Retries amplify failures: why exponential backoff without jitter creates storms

When retries make dependency failures worse and 429s multiply: why exponential backoff without jitter creates synchronized waves, and the bounded retry policy that stops amplification.

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