Memory graphs reveal memory usage trends, spikes from temporary allocations, and persistent growth indicating leaks. Patterns like sawtooth curves show effective garbage collection, while steady rises highlight retained objects such as detached DOM nodes or closures holding large data. Heap snapshots and bounded caches aid optimization.