Heap dumps are crucial for diagnosing memory-related incidents in modern JVM environments, yet manual analysis is often ineffective due to complexity and time constraints. Automated heap dump analysis, leveraging AI and intelligent tools, enhances speed and accuracy, allowing teams to quickly identify root causes, reduce mean time to resolution (MTTR), and improve incident response.