Prefect

Prefect is a modern, flexible workflow orchestration framework that turns any Python function into a production-ready pipeline. With 21k+ GitHub stars and millions of monthly downloads, Prefect is the standard for Python automation.

Key Features:

• Python-Native — Add one decorator to transform any function into an observable workflow
• Zero Lock-In — Self-hosted and Apache 2.0 licensed with full source access
• Managed Cloud — Enterprise SSO, autoscaling workers, and SOC 2 Type II compliance
• FastMCP Integration — Build MCP servers to connect AI agents to any data system
• Real-Time Observability — Debug pipelines with built-in tracing, logging, and alerting

Whether you're a data engineer, ML team, or scraping pipeline builder, Prefect provides resilient orchestration from script to scale.