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Hortonworks Data Platform vs Azure Machine Learning Studio Comparison

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Hortonworks Data Platform

4.2(10 reviews)

Starting at Contact for pricing

  • Large Enterprises
  • Medium Business

Hortonworks Data Platform (HDP) provides a versatile open-source framework for both distributed storage and processing of vast, multi-source datasets. Take advantage of HDP to deploy big data workloads easily and securel…

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…

Azure Machine Learning Studio leads on user satisfaction with a 4.5-star rating across 28 reviews.

Hortonworks Data Platform vs Azure Machine Learning Studio — at a glance

FeatureHortonworks Data PlatformAzure Machine Learning Studio
Rating4.2 / 54.5 / 5
Reviews1028
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
API—Available
Support modesOnlineOnline
Data residencyGlobal—

Key differences between Hortonworks Data Platform and Azure Machine Learning Studio

  • User satisfaction: Azure Machine Learning Studio scores higher with a 4.5-star average.
  • Deployment: Hortonworks Data Platform supports SaaS/Web/Cloud; Azure Machine Learning Studio supports SaaS/Web/Cloud.

Hortonworks Data Platform vs Azure Machine Learning Studio — 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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Hortonworks Data Platform vs Azure Machine Learning Studio: Biggest differences

Start here before you go deeper into features.

Hortonworks Data Platform

Best for scalable, customizable big data processing with hybrid cloud and GPU support.

Choose if
  • You need an open-source platform for distributed storage and processing of large datasets.
  • Your team requires GPU acceleration for AI and data science workloads on Hadoop clusters.
  • You want flexible deployment across hybrid and cloud environments with cloud storage integration.
Consider alternatives if
  • Your organization lacks dedicated technical expertise for complex setup and management.
  • You prefer turnkey, out-of-the-box big data solutions with transparent pricing.

Azure Machine Learning Studio

Best for

Large Enterprises, Medium Business, Small Business

Hortonworks Data Platform typically suits Large Enterprises and Medium Business. Azure Machine Learning Studio 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

Hortonworks Data Platform (HDP) provides a versatile open-source framework for both distributed storage and processing of vast, multi-source datasets. Take advantage of HDP to deploy big ... Read More about Hortonworks Data Platform

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

Free Trial Availability

  • No free trial
  • No free trial

User Ratings

Based on verified Spotsaas reviews

4.2

(10)

4.5

(28)

Best Company Size

Medium BusinessLarge Enterprises
—
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How do Hortonworks Data Platform and Azure Machine Learning Studio Compare on Features?

Total Features

4 Features

2 Features

Unique Features

No unique features

No unique features

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Compare Hortonworks Data Platform and Azure Machine Learning Studio 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

      Hortonworks Data Platform vs Azure Machine Learning Studio: 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

      • Not Available
      • Available
      Get help choosing
      Get help choosing

      Hortonworks Data Platform vs Azure Machine Learning Studio Security & Compliance

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

      Data Residency

      🌐 Global
      —

      Hortonworks Data Platform User Reviews & Rating Comparison

      User Ratings

      Rating Distribution

      12

      6

      2

      0

      0

      30

      7

      1

      0

      0

      Spotsaas Editor’s POV generated by AI

      Buyer sentiment

      Overall positive sentiment highlights HDP's powerful capabilities and flexibility, tempered by concerns over complexity and limited pricing transparency.

      What buyers like

      • Performance and scalability
      • Flexibility and configurability
      • Integration with cloud storage

      Common complaints

      • Complex setup and management
      • Unclear pricing structure

      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.

      Pros and Cons

      • Versatile open-source framework supporting distributed storage and processing

      • GPU support for enhanced performance in AI and data science workloads

      • Cloud storage integration with Microsoft ADLS and WASB

      • No publicly available pricing, indicating potential complexity in cost estimation

      • Requires significant technical expertise to deploy and manage

      • 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.

      Positive Reviews

      No reviews available for the product

      No reviews available for the product

      Used Hortonworks Data Platform or Azure Machine Learning Studio? Tell buyers what actually differs.

      Media and Screenshots

      Videos

      video-0

      3 Videos

      video-0

      1 Videos

      Top Alternatives to Hortonworks Data Platform and Azure Machine Learning Studio 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, Hortonworks Data Platform or Azure Machine Learning Studio?
      Azure Machine Learning Studio edges out the other on user ratings (4.5 vs 4.2). That said, the best pick depends on your use case, so use the comparison tables above to evaluate each dimension.
      Do Hortonworks Data Platform and Azure Machine Learning Studio offer a free trial?
      Neither Hortonworks Data Platform nor Azure Machine Learning Studio currently lists a free trial.
      What is the starting price of Hortonworks Data Platform vs Azure Machine Learning Studio?
      Hortonworks Data Platform starts at Contact for pricing. Azure Machine Learning Studio starts at Contact for pricing.
      What are the top alternatives to Hortonworks Data Platform?
      Top alternatives to Hortonworks Data Platform include Apache Beam, Amazon EMR, Infor Data Lake, BigML, Amazon SageMaker.
      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.