Memory Analyzers help diagnose memory issues, such as OutOfMemoryError, by providing detailed reports. Key sections include Leak Suspects, Dominator Tree, and Class Histogram, which aid in identifying memory leaks and analyzing memory usage patterns. Understanding these sections empowers effective troubleshooting of memory-related problems.