Memory analyzer tools are essential throughout the project lifecycle for memory management, optimization, and troubleshooting. Different tools like HeapHero, Eclipse MAT, and Android Studio Profiler serve various needs from deep analysis to quick monitoring. Selecting the appropriate tool depends on factors like the application's environment and specific analysis goals.