ZenML

ZenML helps data science teams build standardized ML pipelines that run on any cloud or infrastructure, with abstractions for pipeline steps and integrations across 50+ MLOps tools to avoid vendor lock-in. It's built for teams that want pipeline portability rather than committing entirely to one cloud provider's ML stack.