Java applications often show early signs of memory issues prior to encountering a java.lang.OutOfMemoryError, typically evident in Garbage Collection (GC) logs. By analyzing these trends, organizations can transition from reactive to proactive memory management, allowing engineering teams to resolve memory problems during maintenance, thus improving application reliability and user experience.