Spring Scheduler vs. Kubernetes CronJob: Navigating Distributed Task Pitfalls

Running Spring Scheduler in a multi-instance Kubernetes environment can lead to duplicate job executions and unexpected delays due to default threading constraints. Engineers should consider implementing distributed locking or switching to native Kubernetes CronJob to ensure task reliability in scaled-out architectures.