Monitoring & Logging Tools

Prefect is an open-source automation platform designed to orchestrate workflows across data, machine learning, and agents, providing a unified control plane for scalable and resilient systems without rigid structures.

Behavior analytics and user feedback platform.

Dagster is a data orchestrator platform designed for building, scheduling, and monitoring reliable data pipelines. It serves as a unified control plane for teams to manage AI and data workflows effectively.

Apache Airflow® is a community-driven platform for programmatically authoring, scheduling, and monitoring workflows. It features a modular architecture, dynamic pipeline generation using Python, and a robust web application for workflow management.