Continuous profiling for analysis of CPU, memory usage over time, and down to the line number. Saving infrastructure cost, improving performance, and increasing reliability.

Parca supports profiling for Python versions from 2.7 to 3.11, with ongoing work for 3.12 and full support anticipated for 3.13.
The project’s modular design allows quick adaptation to new Python runtime changes.
-- Profiling Python with eBPF: A New Frontier in Performance Analysis | kakkoyun

• Parca - Open Source infrastructure-wide continuous profiling
• Quick Start | Parca

Discover how eBPF and Parca are transforming Python profiling, enabling continuous, efficient, and non-intrusive performance analysis directly in production.

• FOSDEM 2024 - Profiling Python with eBPF: A New Frontier in Performance Analysis - YouTube

An open-source monitoring system with a dimensional data model, flexible query language, efficient time series database and modern alerting approach.

• Overview | Prometheus