Kubeflow vs ClearML: Which Should You Choose in 2026?
Choosing between Kubeflow and ClearML comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.
Short on time? Here's the quick answer
We've tested both tools. Here's who should pick what:
Kubeflow
The open-source foundation for building and deploying AI platforms on Kubernetes.
Best for you if:
- • You need something completely free
- • You need ai model deployment features specifically
- • An open-source platform for AI/ML on Kubernetes.
- • Provides modular tools for the entire ML lifecycle.
ClearML
Open-source MLOps platform for experiment tracking
Best for you if:
- • You want the higher-rated option (7.8/10 vs 0.0/10)
- • You need version control features specifically
- • ClearML is an open-source MLOps platform for experiment tracking and model management
- • It automates ML pipelines, tracks experiments, and manages model deployment at scale
| At a Glance |  ClearML | |
|---|---|---|
Price | Free | Free + Paid |
Best For | AI Model Deployment | Version Control |
Rating | —/100 | 78/100 |
| Feature | Kubeflow | ClearML |
|---|---|---|
| Pricing Model | Free | Freemium |
| Editorial Score | — | 78 |
| Community Rating | No ratings yet | No ratings yet |
| Total Reviews | 0 | 0 |
| Community Upvotes | 0 | 0 |
| Categories | AI Model DeploymentWorkflow Automation | Version ControlAI Model Deployment |
Understanding the Differences
Both Kubeflow and ClearML solve similar problems, but they approach them differently.Kubeflow positions itself as "the open-source foundation for building and deploying ai platforms on kubernetes." while ClearMLfocuses on "open-source mlops platform for experiment tracking". These differences matter depending on what you're trying to accomplish.
When to Choose Kubeflow
Kubeflow makes sense if you're looking for a completely free solution.
When to Choose ClearML
ClearML is worth considering if you need a flexible option with both free and paid tiers tool. Scoring 78/100, it edges ahead in our evaluation.
Who Should Use What?
Bootstrapped or small team?
When every dollar counts, Kubeflow lets you get started without pulling out your credit card.
We'd pick: Kubeflow
Growing fast?
Your team doubled last quarter and you need tools that won't break when you add 50 more people. ClearML is built for teams that are leveling up.
We'd pick: ClearML
Enterprise with complex needs?
You need SSO, compliance certifications, and a support team that picks up the phone. Both have enterprise tiers—compare their security features.
We'd pick: ClearML
Still not sure? Answer these 3 questions
How much can you spend?
Nothing at all? Kubeflow is completely free.
Do you care what other users think?
Both have similar review counts. Read a few before you commit.
Expert opinion or crowd wisdom?
Our team rated ClearML higher (78/100). But the community has upvoted ClearML more (0 votes). Pick your source of truth.
Key Takeaways
What ClearML Does Better
- Higher overall score (78/100)
- Our recommendation for most use cases
Consider Kubeflow If
- You need a completely free solution
- Its specific features better match your workflow
- You prefer its interface or design approach
The Bottom Line
If we had to pick one, we'd go with ClearML (78/100). But the honest answer is that "better" depends on your situation. ClearML scores higher in our analysis, but Kubeflow might be the right choice if its specific strengths align with what you need most. Take advantage of free trials to test both before committing.
Frequently Asked Questions
Is Kubeflow or ClearML better?
Based on our analysis, ClearML scores higher with 78/100. Kubeflow isfree while ClearML is freemium. The best choice depends on your specific needs and budget. We recommend testing both with free trials if available.
Can I switch from Kubeflow to ClearML easily?
Migration difficulty varies. Check if both tools support data export/import in compatible formats. Some tools offer migration assistance or have integration partners who can help with the transition.
Do Kubeflow and ClearML offer free trials?
Most software in this category offers free trials or free tiers. Kubeflow is completely free.ClearML is freemium with a free tier. Visit their websites for current trial offers.