Python Profiling in 2026 — py-spy, scalene, memray, and Finding Real Bottlenecks

Practical Python profiling: py-spy in production, scalene for line-level CPU+memory, memray for leaks, async profiling, and the discipline of measuring before optimizing.

May 3, 2026 · 4 min · 741 words · Manvendra Rajpoot