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featured

Dagster

Asset-based data orchestration with lineage, observability, and Dagster+ AI on top of your pipelines

4.6
Open source

Free open source

featured

Prefect

Python workflow orchestration for data, ML, and agent pipelines you can observe and retry

4.6
Open source

Free open source

featured

Mage

Describe a data job and Mage builds, runs, and monitors the workflow

4.6
Open source

Free open source

SpecDagsterPrefectMage
CategoryAI ToolsAI ToolsAI Tools
PricingFree open source + Dagster+ cloud (free trial)Free open source + Prefect Cloud paidFree open source + cloud plans
Rating4.6 (2,100)4.6 (4,800)4.6 (2,100)
Community88/10088/10086/100
Tierfeaturedfeaturedfeatured
Best fororchestration, data, lineage, dbtorchestration, data, ml, pythondata, pipelines, orchestration, ai
Top features
  • ·Asset-based pipelines
  • ·Lineage and observability
  • ·dbt and Snowflake native
  • ·Python flows and tasks
  • ·Retries and observability
  • ·Prefect Cloud
  • ·AI-generated workflows
  • ·Orchestration and monitoring
  • ·Cloud or self-hosted