The Garbage Collection (GC) log file is essential for diagnosing memory issues, detailing when scavenges or full GC processes occur, memory reclaimed, and GC duration. To generate a log, specific JVM properties must be passed. Analyzing these logs helps identify trends and performance metrics, aiding in the optimization of memory management.