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Why timeouts limited waiting but failed to contain system-wide overload, leading to cascading failures under production load.
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Adding read replicas is expected to offload the primary database. In practice, coordination costs, consistency guarantees, and hidden coupling can prevent load from moving at all.- Published on
Retry logic is commonly added to improve reliability. In real systems, it can amplify failures, increase load, and turn partial degradation into full outages.