ZenML
Free tierThe unified layer for ML and AI — orchestrate pipelines and production agents on your existing stack
Free tier available·Technical·API available·Open source
Key strengths
Stack-agnostic: same pipeline code runs on Kubeflow, Vertex AI, SageMaker, Airflow, and moreAutomatic artifact & model versioning with full lineage trackingNative support for 10+ ML frameworks (PyTorch, TensorFlow, scikit-learn, HuggingFace, XGBoost)Unified control plane for both ML training pipelines and production AI agents (Kitaru)Simple @step and @pipeline decorators require zero rewrite of existing training code
Free tier + paid plans
Self-hostable
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