ClearML vs ZenML

Side-by-side from the Top 11 ranking of The 11 Best MLOps Platforms (2026). Last verified July 10, 2026.

The short answer

ClearML ranks higher on Top 11 (#9 vs #11) for ML engineering and platform teams choosing a system to train, deploy, and monitor models in production. Best open-source stack you can fully self-host.

At a glance

ClearMLZenML
Top 11 rank#9 / The 11 Best MLOps Platforms (2026)#11 / The 11 Best MLOps Platforms (2026)
Score (out of 9.4)7.97.3
Best forOpen-source, self-hostable MLOps stackVendor-neutral pipeline layer over existing tools
Pricing$$ (open-source + paid tiers)$$ (open-source + managed tier)
HQHerzliya, Israel & San Francisco, USAMunich, Germany
Founded20192020

ClearML

Best open-source stack you can fully self-host.

clear.ml

See full entry in The 11 Best MLOps Platforms (2026)

ZenML

Best neutral layer to unify tools you already run.

www.zenml.io

See full entry in The 11 Best MLOps Platforms (2026)

Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.