kitio.aiCloudera AI vs UbiOps
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Cloudera AI starts at See pricing page and UbiOps starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- AI Workbench
- AI Inference service
- AI Studios
- Hybrid cloud and on-premises
- Shared governance with the data platform
- Model deployment and serving
- Hybrid and multi-cloud orchestration
- On-demand GPUs
- Workload scaling
- NVIDIA AI Enterprise integration
| Feature | Cloudera AI | UbiOps |
|---|---|---|
| Best for | Enterprise platform for building and serving AI next to your data | Model serving and orchestration for private AI on any infrastructure |
| Category | Models & APIs | Models & APIs |
| Pricing model | Paid | Freemium |
| Starting price | See pricing page | See pricing page |
| Free plan | No | Yes |
| Made by | Cloudera | Dutch Analytics B.V. |
| Based in | United States | Netherlands |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Cloudera AI starts at See pricing page and UbiOps starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
3 plans
Machine Learning
$0.20 / CCU
- Cloud ML workspaces
- GPU pricing differs
AI Inference
$0.25 / CCU
- Model serving on Cloudera cloud
On premises
Contact sales
- Annual subscription
- Business support included
Prices in USD, checked Oct 29, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Cloudera AI
- Runs in the cloud or on premises
- Close to existing Cloudera data
- Usage-based billing on cloud
- Built for large enterprises
- Pricing in compute units is hard to predict
- On-premises pricing requires sales
UbiOps
- Runs on-premise, hybrid or multi-cloud
- No Kubernetes management needed
- Track record in regulated industries
- Paid plan prices are not published
- Built for engineering teams, not beginners
- Smaller community than big cloud ML tools
Which one should you choose?
Choose Cloudera AI if you want:
- Runs in the cloud or on premises
- Close to existing Cloudera data
- Usage-based billing on cloud
Watch out: built for large enterprises.
Choose UbiOps if you want:
- Runs on-premise, hybrid or multi-cloud
- No Kubernetes management needed
- Track record in regulated industries
Watch out: paid plan prices are not published.
Cloudera AI vs UbiOps FAQ
What is the difference between Cloudera AI and UbiOps?
Cloudera AI: Enterprise platform for building and serving AI next to your data. UbiOps: Model serving and orchestration for private AI on any infrastructure. Both are models & apis tools.
Is Cloudera AI or UbiOps cheaper?
Cloudera AI starts at See pricing page and UbiOps starts at See pricing page. Check both pricing pages for current plans.
Do Cloudera AI and UbiOps have free plans?
Cloudera AI: No. UbiOps: Yes.
Who makes Cloudera AI?
Cloudera AI is made by Cloudera, based in United States.
Who makes UbiOps?
UbiOps is made by Dutch Analytics B.V., based in Netherlands.
Which should I choose, Cloudera AI or UbiOps?
Choose Cloudera AI if you value runs in the cloud or on premises and close to existing cloudera data. Choose UbiOps if you value runs on-premise, hybrid or multi-cloud and no kubernetes management needed.