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CompareAlibaba Cloud PAI vs Cloudera AI

Alibaba Cloud PAI vs Cloudera AI

A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Alibaba Cloud PAI starts at See pricing page and Cloudera AI starts at See pricing page. Check both pricing pages for current plans.

Alibaba Cloud PAI

Alibaba Cloud's platform for labeling, training and serving ML models

Paid
Visit Alibaba Cloud PAI Details
Cloudera AI

Enterprise platform for building and serving AI next to your data

Paid
Visit Cloudera AI Details
VS

At a glance

Alibaba Cloud PAI
Cloudera AI

Best for

Alibaba Cloud's platform for labeling, training and serving ML models
Enterprise platform for building and serving AI next to your data

Category

Models & APIs
Models & APIs

Pricing model

Paid
Paid

Starting price

See pricing page
See pricing page

Free plan

No
No

Made by

Alibaba Cloud
Cloudera

Based in

China
United States

Rating

No ratings yet
No ratings yet

Key features

  • Data labeling (PAI-iTAG)
  • Notebook development (PAI-DSW)
  • Distributed training (PAI-DLC)
  • Model serving (PAI-EAS)
  • Model Gallery deployments
  • AI Workbench
  • AI Inference service
  • AI Studios
  • Hybrid cloud and on-premises
  • Shared governance with the data platform
Alibaba Cloud PAI compared with Cloudera AI
FeatureAlibaba Cloud PAICloudera AI
Best forAlibaba Cloud's platform for labeling, training and serving ML modelsEnterprise platform for building and serving AI next to your data
CategoryModels & APIsModels & APIs
Pricing modelPaidPaid
Starting priceSee pricing pageSee pricing page
Free planNoNo
Made byAlibaba CloudCloudera
Based inChinaUnited States
RatingNo ratings yetNo ratings yet
Key features
  • Data labeling (PAI-iTAG)
  • Notebook development (PAI-DSW)
  • Distributed training (PAI-DLC)
  • Model serving (PAI-EAS)
  • Model Gallery deployments
  • AI Workbench
  • AI Inference service
  • AI Studios
  • Hybrid cloud and on-premises
  • Shared governance with the data platform

Pricing compared

Alibaba Cloud PAI starts at See pricing page and Cloudera AI starts at See pricing page. Check both pricing pages for current plans.

Alibaba Cloud PAI
Cloudera AI

Free plan

No
No

Cheapest paid plan

Not listed
Not listed

Top plan

–
$0.20 / CCU · Machine Learning

Free trial

–
–

Plans

Paid. The plan breakdown isn't listed yet.
Alibaba Cloud PAI pricing

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
Cloudera AI pricing

Prices in USD, checked Nov 5, 2026 or later. Plans change often, so confirm on each tool's site before you buy.

Pros and cons

Alibaba Cloud PAI

  • Covers the full ML lifecycle
  • One-click deployment of open models
  • CPU and GPU resources with autoscaling
  • Pricing requires the cloud calculator
  • Many modules to learn
  • Best suited to existing Alibaba Cloud users

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

Which one should you choose?

Choose Alibaba Cloud PAI if you want:

  • Covers the full ML lifecycle
  • One-click deployment of open models
  • CPU and GPU resources with autoscaling

Watch out: pricing requires the cloud calculator.

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.

Alibaba Cloud PAI vs Cloudera AI FAQ

What is the difference between Alibaba Cloud PAI and Cloudera AI?

Alibaba Cloud PAI: Alibaba Cloud's platform for labeling, training and serving ML models. Cloudera AI: Enterprise platform for building and serving AI next to your data. Both are models & apis tools.

Is Alibaba Cloud PAI or Cloudera AI cheaper?

Alibaba Cloud PAI starts at See pricing page and Cloudera AI starts at See pricing page. Check both pricing pages for current plans.

Do Alibaba Cloud PAI and Cloudera AI have free plans?

Alibaba Cloud PAI: No. Cloudera AI: No.

Who makes Alibaba Cloud PAI?

Alibaba Cloud PAI is made by Alibaba Cloud, based in China.

Who makes Cloudera AI?

Cloudera AI is made by Cloudera, based in United States.

Which should I choose, Alibaba Cloud PAI or Cloudera AI?

Choose Alibaba Cloud PAI if you value covers the full ml lifecycle and one-click deployment of open models. Choose Cloudera AI if you value runs in the cloud or on premises and close to existing cloudera data.

More comparisons

Alibaba Cloud PAI alternatives

  • Alibaba Cloud PAI vs DigitalOcean
  • Alibaba Cloud PAI vs Azure Machine Learning
  • Alibaba Cloud PAI vs Amazon SageMaker
  • Alibaba Cloud PAI vs Nebius AI Cloud
  • Alibaba Cloud PAI vs BentoML

Cloudera AI alternatives

  • Cloudera AI vs UbiOps
  • Cloudera AI vs Amazon SageMaker
  • Cloudera AI vs Azure Machine Learning
  • Cloudera AI vs Weights & Biases
  • Cloudera AI vs Metaflow

Compare Alibaba Cloud PAI with another tool

First tool
Alibaba Cloud PAI
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