A critical outage revealed that application-level monitoring indicated staleness in operations, leading to the discovery of issues with Zookeeper. Despite all processes appearing operational, Zookeeper was unable to perform any reads or writes, causing significant delays. The team struggled to reproduce the problem in a testing environment until they pinpointed the root cause through log analysis.
