Apache Airflow vs Mage

A side-by-side comparison of two self-hosted automation & workflows options — licensing, setup difficulty, resource needs, and what each one replaces.

Not the right match-up?
FeatureApache AirflowMage
CategoryAutomation & WorkflowsAutomation & Workflows
LicenseApache-2.0Apache-2.0
LanguagePythonPython
Setup difficultyHardMedium
Min. RAM4,096 MB2,048 MB
Deploymentdocker, kubernetes, helmdocker, kubernetes, helm
GitHub stars★ 46,409★ 8,789
First released20152022
ReplacesAWS Step Functions, Azure Data FactoryAzure Data Factory, Apache Airflow

Why pick each one

Choose Apache Airflow if…

  • Industry standard for data pipelines
  • Huge ecosystem
Apache Airflow details

Choose Mage if…

  • Friendly for data scientists
  • Quick to get started
Mage details

Frequently asked questions

Is Apache Airflow or Mage better?

Neither is universally better. Apache Airflow has the larger community, while Mage is simpler to set up (medium difficulty). Choose based on the comparison table above and your own setup.

Are Apache Airflow and Mage free and open-source?

Yes. Apache Airflow is licensed under Apache-2.0 and Mage under Apache-2.0. Both can be self-hosted at no software cost.

Can I run Apache Airflow and Mage with Docker?

Apache Airflow: yes. Mage: yes.

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