Open Source Log Management Tools using Python

Elasticsearch is an open-source, RESTful search engine designed for scalability, reliability, and easy management.

Comprehensive monitoring and troubleshooting solution for microservices architectures, offering metrics, traces, and logs in a single pane.

Logstash is a free and open server-side data processing pipeline that ingests data from multiple sources, transforms it, and sends it to your desired destination.

Open-source platform for logging, monitoring, and debugging LLM applications. Route, debug, and analyze AI apps with comprehensive observability tools.

Logfire offers intuitive observability tools for Python applications, combining logs, profiling, and telemetry in one platform.