ZenML

Open-source MLOps framework for portable and production-ready ML pipelines

Data & AnalyticsFreemium

ZenML is an open-source MLOps framework that helps data scientists and ML engineers build portable ML pipelines that work across cloud providers and infrastructure. Its stack abstraction lets teams switch between local, AWS, GCP, and Azure deployments without rewriting pipeline code — making ML infrastructure truly vendor-agnostic.

Key Features

• ✓Portable ML pipeline framework
• ✓Multi-cloud stack abstraction
• ✓Artifact tracking and versioning
• ✓Integration with 50+ MLOps tools
• ✓Pipeline visualization
• ✓Team collaboration features