A brief API outage became a full-blown incident—not because the system failed, but because every client retried at the same time. Poorly implemented retries don’t just add noise. They can take down healthy services, overload your infrastructure, and turn transient blips into cascading failures. Here’s what smarter retries look like—and how to design them for real-world resilience.