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MLflow vs Kubeflow: catalog facts
MLflow	Kubeflow
Free Free and open source.	Free Free and open source.
Web, Self-hosted, Command line	Self-hosted
Tracing built on OpenTelemetry, independent of LLM provider 50+ built-in evaluation metrics and LLM judges	Modular subprojects you can adopt separately Runs on-premises or in any cloud
Broad feature set takes time to learn Running it for a team means hosting and maintaining a server yourself	Requires a Kubernetes cluster Aimed at platform teams rather than individual users
Downloadable app, Self-hosted	Self-hosted
Open source	Open source
License: Apache-2.0	License: Apache-2.0
No account needed	No account needed
Not stated if it works offline	Not stated if it works offline
Official website Full listing and sources Checked September 26, 2026	Official website Full listing and sources Checked September 26, 2026

Catalog facts only. Anything “not stated” is unconfirmed. Check full listings for details.