Best Azure Machine Learning Alternatives in 2026
Updated
20 apps from ML experiment tracking software ranked against Azure Machine Learning on the same published basis.
- 1Azure Machine Learning vs Comet
- 2Azure Machine Learning vs Weights & Biases
- 3Azure Machine Learning vs ClearML
- 4Azure Machine Learning vs MLRun
- 5Azure Machine Learning vs TensorBoard
- 6Azure Machine Learning vs Trackio
- 7Azure Machine Learning vs ZenML
- 8Azure Machine Learning vs GitLab Package Registry
- 9Azure Machine Learning vs Hopsworks AI Lakehouse
- 10Azure Machine Learning vs Metaflow
- 11Azure Machine Learning vs Amazon SageMaker Autopilot
- 12Azure Machine Learning vs DagsHub
- 13Azure Machine Learning vs Databricks Notebooks
- 14Azure Machine Learning vs InstantML
- 15Azure Machine Learning vs DVCLive
- 16Azure Machine Learning vs MLflow GenAI Evaluation
- 17Azure Machine Learning vs OpenML
- 18Azure Machine Learning vs Polyaxon
- 19Azure Machine Learning vs Guild AI
- 20Azure Machine Learning vs FastTrackML
Azure Machine Learning alternatives compared
| # | App | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Comet | 6.7 | Free plan | $19/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 2 | Weights & Biases | 6.7 | Free plan | $60/mo | API, iOS, Linux, Mac, self-hosted, Web, Windows |
| 3 | ClearML | 6.6 | Free plan | $15/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 4 | MLRun | 6.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | TensorBoard | 6.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 6 | Trackio | 6.6 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 7 | ZenML | 6.6 | Free plan | $999/mo | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | GitLab Package Registry | 6.5 | Free plan | $2.42/mo | API, Linux, self-hosted, Web |
| 9 | Hopsworks AI Lakehouse | 6.5 | Free plan | Free | API, Linux, self-hosted, Web |
| 10 | Metaflow | 6.5 | Free plan | Free | API, Linux, Mac, self-hosted, Web |
| 11 | Amazon SageMaker Autopilot | 6.4 | No | — | API, Web |
| 12 | DagsHub | 6.4 | Free plan | $99/mo | API, self-hosted, Web |
| 13 | Databricks Notebooks | 6.4 | Free plan | Free | Web |
| 14 | InstantML | 6.4 | Free plan | $199/mo | API, Web |
| 15 | DVCLive | 6.3 | Free plan | Free | API |
| 16 | MLflow GenAI Evaluation | 6.3 | Free plan | Free | API, self-hosted, Web |
| 17 | OpenML | 6.3 | Free plan | Free | API, Web |
| 18 | Polyaxon | 6.3 | Free plan | Free | API, self-hosted, Web |
| 19 | Guild AI | 5.7 | No | — | Linux, Mac, Web, Windows |
| 20 | FastTrackML | 5.5 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
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Questions about Azure Machine Learning alternatives
What is the best alternative to Azure Machine Learning?
Comet, number 1 in ML experiment tracking software with a score of 6.7 out of 10. The others here: Weights & Biases, ClearML, MLRun and 16 more.
What is the best free alternative to Azure Machine Learning?
Comet is the best-ranked alternative with a free plan. 17 of the 20 alternatives here publish a free plan on their own pricing pages.
How are these alternatives ranked?
Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.