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Azure Machine Learning Studio vs Dremio Comparison

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Azure Machine Learning Studio

4.5(28 reviews)

Starting at Contact for pricing

  • Large Enterprises
  • Medium Business

Azure Machine Learning Studio offers unparalleled speed and agility to help enterprises quickly create, train, and deploy models. This MLOps service makes it easier than ever to collaborate as a team and get machine lear…

Dremio

4.7(42 reviews)

Starting at Contact for pricing

  • Large Enterprises
  • Medium Business

Dremio is a cutting-edge SQL lakehouse platform that empowers businesses with self-service and interactive analytics. It eliminates the complexity and high costs of data pipelines, allowing for smooth movement and storag…

Dremio leads on user satisfaction with a 4.7-star rating across 42 reviews.

Azure Machine Learning Studio vs Dremio — at a glance

FeatureAzure Machine Learning StudioDremio
Rating4.5 / 54.7 / 5
Reviews2842
Starting priceContact for pricingContact for pricing
Free trial No No
Free version No No
Best forLarge Enterprises, Medium Business, Small BusinessLarge Enterprises, Medium Business, Small Business
CategoryData Science and Machine Learning PlatformsData Science and Machine Learning Platforms
PlatformsSaaS/Web/CloudSaaS/Web/Cloud
APIAvailable—
Support modesOnlineOnline
Certifications—SOC 2, HIPAA, GDPR
Data residency—Global

Key differences between Azure Machine Learning Studio and Dremio

  • User satisfaction: Dremio scores higher with a 4.7-star average.
  • Deployment: Azure Machine Learning Studio supports SaaS/Web/Cloud; Dremio supports SaaS/Web/Cloud.

Azure Machine Learning Studio vs Dremio — find the better fit before you commit.

01

Which tool fits your team best

02

Which is actually cheaper for your team size

03

Where each product wins, per real buyers

Most Data Science and Machine Learning Platforms tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.

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Azure Machine Learning Studio vs Dremio: Biggest differences

Start here before you go deeper into features.

Azure Machine Learning Studio

Best for

Large Enterprises, Medium Business, Small Business

Dremio

Best for fast, self-service SQL analytics on enterprise data lakes.

Choose if
  • You need lightning-fast query performance without redundant data copies.
  • Your team includes data engineers or BI analysts requiring flexible data marts.
  • You want easy configuration of multiple data sources with virtual datasets.
Consider alternatives if
  • Your organization lacks dedicated data teams or technical expertise.
  • You require extensive third-party app integrations beyond Dremio’s limited marketplace.

Azure Machine Learning Studio typically suits Large Enterprises and Medium Business. Dremio tends to fit Large Enterprises and Medium Business better. The right choice depends on your team size, workflow, and whether a free trial matters.

Description

Azure Machine Learning Studio offers unparalleled speed and agility to help enterprises quickly create, train, and deploy models. This MLOps service makes it easier than ever to collaborate ... Read More about Azure Machine Learning Studio

Dremio is a cutting-edge SQL lakehouse platform that empowers businesses with self-service and interactive analytics. It eliminates the complexity and high costs of data pipelines, allowing ... Read More about Dremio

Free Trial Availability

  • No free trial
  • No free trial

User Ratings

Based on verified Spotsaas reviews

4.5

(28)

4.67

(42)

Best Company Size

—
51-500 employees500+ employees
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Software Demo

Demo

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How do Azure Machine Learning Studio and Dremio Compare on Features?

Total Features

2 Features

5 Features

Unique Features

No unique features

No unique features

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Compare Azure Machine Learning Studio and Dremio on pricing

Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.

Pricing Option

      Pricing Plans

      • Not Available
      • Not Available

      Pricing Page

      Pricing information not available

      Dremio pricing

      Azure Machine Learning Studio vs Dremio: Other Details

      Organization Types supported

      • Small Business
      • Large Enterprises
      • Medium Business
      • Freelancers
      • Individuals
      • Small Business
      • Large Enterprises
      • Medium Business
      • Freelancers
      • Individuals

      Platforms Supported

      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Mobile - Android
      • Mobile - iOS
      • Installed - Windows
      • Installed - Mac
      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Mobile - Android
      • Mobile - iOS
      • Installed - Windows
      • Installed - Mac

      Modes of support

      • 24/7 (Live rep)
      • Business Hours
      • Online
      • 24/7 (Live rep)
      • Business Hours
      • Online

      API Support

      • Available
      • Not Available
      Get help choosing
      Get help choosing

      Azure Machine Learning Studio vs Dremio Security & Compliance

      Certifications, data handling, and security controls for IT and compliance evaluators.

      SOC 2

      —
      ✓ Yes

      HIPAA

      —
      ✓ Yes

      GDPR

      —
      ✓ Yes

      Single Sign-On (SSO)

      —
      ✓ Yes

      Multi-Factor Auth (MFA)

      —
      ✓ Yes

      Data Encryption

      —
      ✓ Yes

      Audit Logs

      —
      ✓ Yes

      Data Residency

      —
      🌐 Global

      Azure Machine Learning Studio User Reviews & Rating Comparison

      User Ratings

      Rating Distribution

      30

      7

      1

      0

      0

      33

      9

      0

      0

      0

      Spotsaas Editor’s POV generated by AI

      Buyer sentiment

      Buyer sentiment is very strong across 38 reviews, with consistently positive feedback.

      What buyers like

      • Drag-and-drop GUI makes building and training models accessible even to beginners with little coding or technical knowledge.
      • Cloud-based platform scales to process large machine learning workloads without managing servers or infrastructure.
      • Integrates seamlessly with Python, R, Excel and other Azure services for flexible end-to-end workflows.

      Common complaints

      • Some reviewers find pricing higher than expected, especially for storage compared to alternatives.
      • The set of included problem-solving operations can feel limited in lower-tier packages.

      Buyer sentiment

      Overall, users express strong satisfaction with Dremio’s performance, ease of use, and data transformation capabilities, while noting some complexity and marketplace limitations.

      What buyers like

      • Ease of configuration
      • User-friendly interface
      • Fast query performance

      Common complaints

      • Complexity for new users
      • Limited marketplace connectors

      Pros and Cons

      • Drag-and-drop GUI makes building and training models accessible even to beginners with little coding or technical knowledge.

      • Cloud-based platform scales to process large machine learning workloads without managing servers or infrastructure.

      • Integrates seamlessly with Python, R, Excel and other Azure services for flexible end-to-end workflows.

      • Some reviewers find pricing higher than expected, especially for storage compared to alternatives.

      • The set of included problem-solving operations can feel limited in lower-tier packages.

      • Easy configuration of multiple data sources and creation of virtual datasets

      • User-friendly interface with simple upgrade processes

      • Enables creation of department-specific data marts from a common database

      • Complexity and steep learning curve for newcomers without adequate support

      • Limited marketplace selection for additional apps and connectors

      Positive Reviews

      No reviews available for the product

      No reviews available for the product

      Used Azure Machine Learning Studio or Dremio? Tell buyers what actually differs.

      Azure Machine Learning Studio and Dremio Customers

      Customers

      No Customers information available.

      Henkel

      Henkel

      Honeywell

      Honeywell

      Diageo

      Diageo

      Media and Screenshots

      Screenshots

      No screenshots available.

      AWSE Interface Press

      3 Screenshots

      Videos

      video-0

      1 Videos

      video-0

      4 Videos

      Top Alternatives to Azure Machine Learning Studio and Dremio in 2026

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      Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].

      Frequently asked questions

      Which is better, Azure Machine Learning Studio or Dremio?
      Dremio edges out the other on user ratings (4.7 vs 4.5). That said, the best pick depends on your use case, so use the comparison tables above to evaluate each dimension.
      Do Azure Machine Learning Studio and Dremio offer a free trial?
      Neither Azure Machine Learning Studio nor Dremio currently lists a free trial.
      What is the starting price of Azure Machine Learning Studio vs Dremio?
      Azure Machine Learning Studio starts at Contact for pricing. Dremio starts at Contact for pricing.
      What are the top alternatives to Azure Machine Learning Studio?
      Top alternatives to Azure Machine Learning Studio include Labelbox, Hortonworks Data Platform, Dremio, BasicAI, Google Cloud AI.
      What are the top alternatives to Dremio?
      Top alternatives to Dremio include Azure Machine Learning Studio, Labelbox, IBM Analytics Engine, Omniscope Evo, Diffgram.