Best GitLab Model Registry Alternatives in 2026
The top GitLab Model Registry alternatives are SAS Model Manager, Cloudera AI Registry and MLflow Model Registry: 15 model registry software our editors would look at instead of GitLab Model Registry, in our ranking order.
GitLab Model Registry: A GitLab-native model registry with strong lifecycle tracking and CI/CD links. Where it falls short: free tier is limited to 5 users per top-level group.
Switching from GitLab Model Registry? For most model registry software buyers the best GitLab Model Registry alternative is SAS Model Manager, built for enterprise teams needing formal model governance. On a budget, ClearML starts at $15/user/mo, against $29/user/mo for GitLab Model Registry. MLflow Model Registry has a free plan.
Why People Look for a GitLab Model Registry Alternative
- Free tier is limited to 5 users per top-level group
- Free tier includes 400 compute minutes and 10 GiB adjustable storage
- Ultimate pricing is not specified in the published plan details
- Paid from $29/mo — ClearML is $15/mo
Quick Picks by What You Need
- Best overallSAS Model Manager9.3
Enterprise teams needing formal model governance
Visit SAS Model Manager - Lowest priceClearML7.6
Paid plans from $15/user/mo
Visit ClearML - Best free optionMLflow Model Registry8.9
Has a free plan
Visit MLflow Model Registry
All 15 GitLab Model Registry Alternatives, Ranked
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
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Best forEnterprise teams needing formal model governance
- Better than GitLab Model Registry:
- Editor score 9.3 vs 5.1
A governance-focused registry for managing models from versioning through monitoring.
- Approval workflows
- Model lineage
- Artifact storage
9.3/10★★★★★Visit SAS -
Best forCloudera platform users
- Better than GitLab Model Registry:
- Editor score 9.2 vs 5.1
A focused model registry for teams operating machine learning workflows in Cloudera AI.
- Model lineage
- Artifact storage
- Model versioning
9.2/10★★★★★Visit Cloudera -
Best forTeams wanting a dedicated, open registry
- Better than GitLab Model Registry:
- Editor score 8.9 vs 5.1
An open registry for versioning, lineage, approvals, aliases, and model promotion.
- Model aliases
- Approval workflows
- Model lineage
8.9/10★★★★☆Visit MLflow -
Best forTeams managing model artifacts at scale
- Better than GitLab Model Registry:
- Editor score 8.8 vs 5.1
A registry for versioning, lineage, governance, and lifecycle management of ML artifacts.
- Model aliases
- Model lineage
- Artifact storage
8.8/10★★★★☆Visit W&B Registry -
Best forEnterprise AI teams needing governance and compute
- Better than GitLab Model Registry:
- Editor score 8.7 vs 5.1
A full MLOps platform for enterprise teams that need registry governance and managed compute.
8.7/10★★★★☆Visit Domino -
Best forTeams prioritizing secure model supply chains
- Better than GitLab Model Registry:
- Editor score 8.6 vs 5.1
A centralized registry for teams that need governed, versioned model delivery.
- Model lineage
- Artifact storage
- Model versioning
8.6/10★★★★☆Visit JFrog ML -
Best forAWS-centric end-to-end ML teams
- Better than GitLab Model Registry:
- Editor score 8.4 vs 5.1
A broad AWS-native model registry with tracking, pipelines, feature management, and serving.
8.4/10★★★★☆Visit SageMaker AI -
Best forDatabricks and Unity Catalog users
- Better than GitLab Model Registry:
- Editor score 8.3 vs 5.1
A broad Databricks-native registry for teams running production AI systems.
8.3/10★★★★☆Visit Databricks -
Best forTeams needing registry plus feature governance
- Better than GitLab Model Registry:
- Editor score 8.2 vs 5.1
A broad registry and governance platform for teams managing models, features, and lineage.
8.2/10★★★★☆Visit Hopsworks -
Best forMulti-cloud MLOps teams
- Better than GitLab Model Registry:
- Editor score 8.1 vs 5.1
A broad MLOps platform for versioned models, repeatable pipelines, and multi-cloud deployment.
8.1/10★★★★☆Visit Valohai -
Best forGoverned enterprise model operations
- Better than GitLab Model Registry:
- Editor score 7.9 vs 5.1
A governed model registry for teams managing AI systems across their lifecycle.
- Approval workflows
- Model lineage
- Artifact storage
7.9/10★★★★☆Visit Deeploy -
Best forOpen-source teams wanting broad MLOps
- Better than GitLab Model Registry:
- Editor score 7.8 vs 5.1
A broad open-source MLOps platform combining registry, orchestration, serving, and monitoring.
7.8/10★★★★☆Visit MLRun -
Best forTeams pairing registry with experiment tracking
- Better than GitLab Model Registry:
- Paid from: $19/mo vs $29/mo
- Editor score 7.7 vs 5.1
A broad registry and experiment-tracking platform with a capable free plan.
7.7/10★★★★☆Visit Comet -
Best forTeams needing a free full MLOps platform
- Better than GitLab Model Registry:
- Paid from: $15/mo vs $29/mo
- Editor score 7.6 vs 5.1
A free, full MLOps platform for teams that need registry, lineage, and workflow tooling.
7.6/10★★★★☆Visit ClearML -
Best forOCI users needing managed model storage
- Better than GitLab Model Registry:
- Editor score 7.5 vs 5.1
A broad OCI-native platform for storing, deploying, and monitoring machine-learning models.
7.5/10★★★★☆Visit Oracle Cloud
GitLab Model Registry Alternatives: Common Questions
What is the best alternative to GitLab Model Registry?
SAS Model Manager: #1 in our Model Registry Software ranking, with an editor score of 9.3 out of 10. A governance-focused registry for managing models from versioning through monitoring.
Is there a free alternative to GitLab Model Registry?
Yes. MLflow Model Registry, W&B Registry, Hopsworks AI Lakehouse, MLRun and Comet have a free plan or a free tier (6 of the 15 alternatives on this page).
What is the cheapest paid alternative to GitLab Model Registry?
Of the alternatives here that publish a price, ClearML starts lowest, at $15/user/mo.
Why do people look for GitLab Model Registry alternatives?
Free tier is limited to 5 users per top-level group; Free tier includes 400 compute minutes and 10 GiB adjustable storage; Ultimate pricing is not specified in the published plan details.
How do I switch from GitLab Model Registry?
Export your data from GitLab Model Registry (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel GitLab Model Registry.
How to Switch from GitLab Model Registry
- Export your data from GitLab Model Registry (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel GitLab Model Registry.
GitLab Model Registry vs Each Alternative
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 32 | GitLab Model Registry | Yes | $29/user/mo | 5.1 |
| 1 | SAS Model Manager | No | 9.3 | |
| 2 | Cloudera AI Registry | 9.2 | ||
| 3 | MLflow Model Registry | Yes | Free | 8.9 |
| 4 | W&B Registry | Yes | $60/mo | 8.8 |
| 5 | Domino Enterprise AI Platform | No | 8.7 | |
| 6 | JFrog ML | No | 8.6 | |
| 7 | Amazon SageMaker AI | No | 8.4 | |
| 8 | Databricks Mosaic AI | 8.3 | ||
| 9 | Hopsworks AI Lakehouse | Yes | 8.2 | |
| 10 | Valohai | No | 8.1 | |
| 11 | Deeploy | No | 7.9 | |
| 12 | MLRun | Free | 7.8 | |
| 13 | Comet | Yes | $19/user/mo | 7.7 |
| 14 | ClearML | Yes | $15/user/mo | 7.6 |
| 15 | Oracle Cloud Infrastructure Data Science | No | 7.5 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update