Comet Lab Atlas

A Python-native orchestration tool for building, running, and observing data and AI workflows.

Prefect orchestrates Python workflows with a lighter touch than older schedulers: decorate functions as tasks and flows, and Prefect adds retries, scheduling, observability, and a UI without forcing a rigid structure.

It is a common modern choice for the data pipelines that prepare and refresh what an AI system retrieves.

Where it's ideally used

A good fit for Python data teams who want orchestration that feels like ordinary code rather than a separate framework.

Where it doesn't fit

Python-centric and batch-oriented — not the tool for no-code users or low-latency agent workflows.