Side by side
GitLab Model Registry vs ZenML
Both stand on model registry software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan Web
Visit GitLab Model Registry 
Free plan APILinuxMac+3
ZenML provides pipeline orchestration with versioning, caching, and flexible deployment choices. The free self-hosted plan is available, while Scale has a listed monthly price and Enterprise pricing is custom.
Visit ZenMLThe facts
| GitLab Model Registry | ZenML | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Not published | Not published |
| Runs on | Web | API, Linux, Mac, Self-hosted, Web, Windows |
| Lowest paid plan | Not published | Scale: $999 per workspace a month |
| Plans published | None | 3 |
| Maker | Not published | Not published |
| Website | docs.gitlab.com | zenml.io |
| On model registry software | #14 of 36 | #10 of 36 |
GitLab Model Registry: what it does well
ZenML: what it does well
- Pipelines run across several platforms without code rewrites.
- Versions models and evaluation datasets.
- Caches results when code and inputs are unchanged.
- Offers local, SaaS, and self-hosted deployment.
- Free plan includes unlimited executions and projects.
What to know first
- Scale costs $999 a month.
- Scale includes 2,000 executions per workspace monthly.
- No free trial is listed.
- Managed compute is not offered.
Alternatives to GitLab Model Registry Alternatives to ZenML The whole list