Apache Airflow vs Celery

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 AirflowCelery
CategoryAutomation & WorkflowsAutomation & Workflows
LicenseApache-2.0BSD-3-Clause
LanguagePythonPython
Setup difficultyHardMedium
Min. RAM4,096 MB256 MB
Deploymentdocker, kubernetes, helmbare-metal, binary, source
GitHub stars★ 46,409★ 28,774
First released20152009
ReplacesAWS Step Functions, Azure Data FactoryAWS Batch, AWS SQS

Why pick each one

Choose Apache Airflow if…

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

Choose Celery if…

  • Mature and reliable
  • Huge Python ecosystem
Celery details

Frequently asked questions

Is Apache Airflow or Celery better?

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

Are Apache Airflow and Celery free and open-source?

Yes. Apache Airflow is licensed under Apache-2.0 and Celery under BSD-3-Clause. Both can be self-hosted at no software cost.

Can I run Apache Airflow and Celery with Docker?

Apache Airflow: yes. Celery: check the project docs for container support.

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