EPISODE · Jun 8, 2026 · 14 MIN
Why Your API Retry Logic Is Making Outages Worse
from The Developer Tools Podcast with Fexingo: APIs, Infrastructure, and Software for Engineers · host Fexingo
Episode 38 of The Developer Tools Podcast dives into a counterintuitive failure pattern: retry storms. Lucas and Luna walk through a real incident at a major payments API where naive retry logic turned a 50-millisecond database blip into a 47-minute cascading outage affecting thousands of merchants. They explain exponential backoff with jitter, how Stripe and AWS handle retries differently, and why idempotency keys alone won't save you. If you build or operate APIs, this episode will change how you think about reliability — and maybe save you from waking up to a PagerDuty alert at 3 AM. #RetryStorms #ExponentialBackoff #APIReliability #ResiliencePatterns #Idempotency #CircuitBreakers #DistributedSystems #CascadingFailures #DeveloperTools #BackendEngineering #SiteReliability #StripeAPI #AWSSDK #DatabaseBlips #Jitter #FexingoBusiness #BusinessPodcast #TechPodcast Keep every episode free: buymeacoffee.com/fexingo
What this episode covers
Episode 38 of The Developer Tools Podcast dives into a counterintuitive failure pattern: retry storms. Lucas and Luna walk through a real incident at a major payments API where naive retry logic turned a 50-millisecond database blip into a 47-minute cascading outage affecting thousands of merchants. They explain exponential backoff with jitter, how Stripe and AWS handle retries differently, and why idempotency keys alone won't save you. If you build or operate APIs, this episode will change how you think about reliability — and maybe save you from waking up to a PagerDuty alert at 3 AM. #RetryStorms #ExponentialBackoff #APIReliability #ResiliencePatterns #Idempotency #CircuitBreakers #DistributedSystems #CascadingFailures #DeveloperTools #BackendEngineering #SiteReliability #StripeAPI #AWSSDK #DatabaseBlips #Jitter #FexingoBusiness #BusinessPodcast #TechPodcast Keep every episode free: buymeacoffee.com/fexingo
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Why Your API Retry Logic Is Making Outages Worse
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