Kedro
Pipeline framework
Open-source Python framework for structuring data and ML pipelines: project template, Data Catalog, nodes, Kedro-Viz. Free.
Pipeline framework
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Metaflow (Outerbounds)
Pipeline framework
Netflix's open-source Python framework for ML pipelines: automatic artifact versioning, resume, laptop-to-cloud scaling. Managed tier via Outerbounds.
ZenML
Pipeline framework
Open-source Python framework for portable ML pipelines: one codebase runs on 14 orchestrators, with a hosted Pro control plane from $999 a month.
Kubeflow
Pipeline framework
Open-source ML platform for Kubernetes: Python pipelines (KFP) plus distributed training, tuning, serving and a model registry, CNCF graduated.
Free OSS; infrastructure extra Flyte
Open-source orchestrator
Open-source workflow runtime for data, machine learning, and AI workloads, with Python task authoring, recovery, caching, and resource configuration.