Dagster
Modern data orchestrator with software-defined assets, type-checked I/O, and rich UI for data platforms.
workflow-orchestration-frameworksRecently released
72
Hero Score
Popularity
80
Performance
70
Ecosystem
75
Maturity
77
Dev Experience
57
⭐ 16,269 stars⬇ 2.0M downloads/wkFirst release: Jun 2018Last release: Oct 2026
Async Support: YesPlugin Extensions: HighSpeed: MediumDoc Quality: HighLearning Curve: Medium
Pros
- • Software-defined assets model fits modern data platforms naturally
- • Type-checked I/O and strong testing story catch errors before production
- • Polished UI (Dagit) with lineage, run history, and asset observability
Cons
- • Heavier conceptual model than Prefect — assets, ops, jobs, resources
- • Operational footprint is larger to self-host than lightweight schedulers
- • Smaller connector ecosystem than Airflow's operator catalog