Apache Airflow
Schedule and monitor data pipelines
ML frameworks & MLOpsWorkflow orchestrationApache-2.0Runs locallyPythonIntermediate
🐳 Docker pulls
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What is Apache Airflow?
Airflow schedules the pipelines that feed your models — the standard orchestrator in data engineering.
Why people choose Apache Airflow
- The industry standard, with connectors for everything
- Clear visibility into what ran and what broke
- Huge community and plugin ecosystem
Apache Airflow at a glance
| Category | ML frameworks & MLOps |
| Type | Workflow orchestration |
| License | Apache-2.0 |
| Runs locally | Yes |
| Built with | Python |
| Skill level | Intermediate |
| Best for | recurring data and training pipelines that must not silently fail |
Latest releases
Open-source alternatives to Apache Airflow
Other open-source ml frameworks & mlops tools worth comparing:
DagsterOrchestration that thinks in data assets, not tasks
TensorFlowGoogle's deep-learning framework, built for production
PyTorchThe framework nearly every modern AI model is written in
OpenCVThe computer vision library everything else builds on
scikit-learnClassical machine learning, done properly
RayScale Python from a laptop to a cluster
JAXNumPy with autodiff, JIT and TPUs
XGBoostStill the one to beat on tabular data
Label StudioLabel anything — text, images, audio, video
MLflowTrack experiments and ship models without the spreadsheet
ONNXMove a model between frameworks and runtimes
LightGBMGradient boosting that trains fast on big tables
CVATSerious annotation for computer vision
DVCGit for datasets and models
OptunaFind the right hyperparameters without guessingApache Airflow head-to-head
Apache Airflow vs DagsterApache Airflow vs TensorFlowApache Airflow vs PyTorchApache Airflow vs OpenCVApache Airflow vs scikit-learnApache Airflow vs RayApache Airflow vs JAXApache Airflow vs XGBoostApache Airflow vs Label StudioApache Airflow vs MLflowApache Airflow vs ONNXApache Airflow vs LightGBMApache Airflow vs CVATApache Airflow vs DVCApache Airflow vs Optuna
FAQ
Is Apache Airflow free?
Apache Airflow is free and open-source (Apache-2.0 license), so you can use, self-host and modify it at no cost.
Can I run Apache Airflow locally?
Yes. Apache Airflow is designed to run on your own machine or server, keeping your data private.
What is the best alternative to Apache Airflow?
Popular open-source alternatives include Dagster, TensorFlow, PyTorch. See the comparisons above to choose.
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