Automate java performance troubleshooting with AI-Powered thread dump analysis on Amazon ECS and EKS

Picture this: your containerized Java application that was running smoothly yesterday is now consuming 90% CPU and barely responding to user requests. Now your customers are experiencing timeouts, and your ops team is under pressure to resolve the issue quickly. When debugging unresponsive applications or excessive CPU consumption, one of the most valuable diagnostic tools available is the thread dump. A thread dump provides a snapshot of the threads in a Java Virtual Machine (JVM) at a specific moment, revealing thread states, stack traces, and lock information. While thread dumps are essential for diagnosing complex performance issues, traditional thread dump analysis presents several challenges. Analyzing thread dumps requires deep JVM expertise. In many teams, only a handful of engineers know how to interpret them, which slows down troubleshooting. Manual analysis can also be time‑consuming, taking hours, if not days to sift through, especially with hundreds of threads. …