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featured

Mage

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

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

Databricks

A lakehouse for data, analytics, and AI agents on governed enterprise data

4.6
Free

Free trial

SpecMagePrefectDatabricks
CategoryAI ToolsAI ToolsAI Tools
PricingFree open source + cloud plansFree open source + Prefect Cloud paidFree trial + paid cloud; talk-to-sales quotes
Rating4.6 (2,100)4.6 (4,800)4.6 (2,100)
Community86/10088/10089/100
Tierfeaturedfeaturedfeatured
Best fordata, pipelines, orchestration, aiorchestration, data, ml, pythonlakehouse, ai, data, analytics
Top features
  • ·AI-generated workflows
  • ·Orchestration and monitoring
  • ·Cloud or self-hosted
  • ·Python flows and tasks
  • ·Retries and observability
  • ·Prefect Cloud
  • ·Lakehouse platform
  • ·Lakebase Postgres
  • ·Unity Catalog governance