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ZenML vs Flyte: catalog facts
ZenML	Flyte
Freemium Open source and free to self-host, with a hosted offering that has a free start.	Free Free, with the source published on GitHub.
Self-hosted, Command line	Web, Self-hosted, Command line
Pipelines are plain Python Portable across orchestrators and clouds	Workflows are written in plain Python Recovers from infrastructure and code failures
Aimed at teams running ML in production, not casual users Needs existing orchestration or cloud infrastructure to get the most from it	Aimed at data and ML engineers rather than general users Flyte 1 users need to migrate to Flyte 2
Downloadable app, Self-hosted, Hosted service	Downloadable app, Self-hosted
Open source	Open source
License: Apache-2.0	License not stated
Not stated if an account is 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 24, 2026

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