Prefect

Python-native workflow orchestration platform that turns functions into observable workflows using decorators. Differentiates with zero-rewrite adoption—add a decorator to existing Python code for scheduling, retries, and full observability. Best suited for data engineering teams orchestrating ETL pipelines, ML workflows, and automated data processes at scale.