Cascading Failure

Cascading Failure image
A cascading failure happens when one small failure triggers a chain reaction across the system. A single component breaks, and the impact spreads quickly through dependent systems. What starts as a minor issue turns into a much larger outage.

For example, a slow database causes request timeouts. Applications retry aggressively, multiplying the load. The increased traffic exhausts connection pools and brings down related services, even though they were functioning normally moments before. The failure cascades beyond the original problem.

Cascading failures happen in tightly coupled systems with poor isolation, no circuit breakers, no rate limits, no bulkheads between components. They are dangerous because the original cause is often hidden by the larger breakdown. By the time teams respond, multiple services are down and root cause analysis becomes difficult.

Preventing cascading failures requires designing for isolation and graceful degradation. Circuit breakers stop unhealthy dependencies from being called. Rate limits prevent retry storms. Timeouts prevent slow operations from blocking resources. Systems should degrade gracefully rather than assume everything will always work.
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