memray
Memray delivers in-depth memory profiling for Python, effectively tracking each function call and integrating with native C/C++ libraries. Available for Linux and macOS, Memray produces various reports, including flame graphs, to pinpoint memory issues such as excessive usage, leaks, and performance bottlenecks. Designed to minimize impact on application speed, it supports both Python and native threads and facilitates profiling via CLI or APIs. Compatible with Python 3.7+, Memray ensures easy setup and seamless integration, offering valuable insights for enhancing memory efficiency in sophisticated software systems.