Excess memory usage can slow down applications or cause crashes due to memory leaks, often traceable through heap dump analysis. Common causes include slow finalizer methods, uncleared ThreadLocal variables, and mutated keys in collections. Using tools like HeapHero can help identify and resolve these issues efficiently.