Java Internals

Production Problem: Latency Spike Caused by a “Simple” HashMap A payment aggregation service handling tens of thousands of transactions per second began exhibiting unpredictable latency spikes. CPU usage increased, but only during peak traffic windows. Thread dumps showed no obvious locks or blocking I/O—most time was spent inside HashMap operations. The root cause was not…