Overview
ZenML provides a Python SDK and stack abstraction layers so developers can swap orchestrators, artifact stores, model registries and deployment targets without code changes.
Key Capabilities
- Pipeline & step abstractions with caching and lineage
- 50+ plug-and-play integrations (Airflow, Kubeflow, KServe, Evidently AI…)
- Built-in experiment tracking and dashboard
- Managed control plane (ZenML Pro) for enterprise
- VS Code extension and CLI for local-to-cloud workflows