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Top 6 Free Hortonworks Data Platform Alternatives, Compared (2026)

Explore 6 alternatives to Hortonworks Data Platform — vetted by our editors with real user reviews, pricing, and feature comparisons.

Compare 6 top free Hortonworks Data Platform alternatives at a glance

Quick answer

Our top free data science and machine learning platforms alternatives to Hortonworks Data Platform are Qubole, Dagster Cloud and Alluxio. Qubole ranks first with a SpotScore of 8.3 and 4★ from real users. The table below compares all 6 on score, rating, and pricing.

Hortonworks Data Platform works for plenty of teams, but it isn't the only choice. If price, features, or the learning curve are pushing you to switch, these 6 data science and machine learning platforms free alternatives are the strongest replacements. We rank by SpotScore, a blend of real-user satisfaction and market presence, alongside ratings and pricing. Start with the table, then read each breakdown.

ProductSpotScoreRatingPricingBest for
QuboleTransforming data processing with self-service cloud platform.8.3★★★★☆ 4(430)Freefrom $0.14enterprises
Dagster CloudStreamline your data pipeline with Dagster Cloud.7Not yet ratedFreeFree Trial · Quotation Basedteams of all sizes
AlluxioUnlock the power of your data with Alluxio.—Not yet ratedFreeFree Trial · Quotation Basedteams of all sizes
Azure HDInsightEmpower your big data solutions with Azure HDInsight.—★★★★☆ 4(17)FreeFree Trial · Subscriptionteams of all sizes
Oracle Data Science Cloud ServiceStreamlining data science in the cloud.—★★★★☆ 3.7(6)FreeFree Trial · Freemium · Open-source · Quotation Basedteams of all sizes
QualifiedAccelerate sales, maximize your website's potential.—★★★★★ 4.6(25)FreeFree Trial · Quotation Basedteams of all sizes

8.3

SpotScore

Qubole - Business Intelligence Software

Qubole

Transforming data processing with self-service cloud platform.

Best for: Enterprise

Start Free Trial

4.0

430 verified reviews

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What is Qubole?

Qubole is a fully self-service, multi-cloud data platform that is transforming data processing. Powered by enterprise-grade data processing engines such as Apache Spark, Presto, Hive, Quantum, Airflow and more, it automatically configures, manages and optimises cloud resources to balance cost, ...

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Free Trial

7.0

SpotScore

Dagster Cloud - Customer Data Platform (CDP)

Dagster Cloud

Streamline your data pipeline with Dagster Cloud.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

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What is Dagster Cloud?

Dagster Cloud is the cloud-native disaggregator that helps developers to quickly ship data pipelines with unparalleled speed. With end-to-end traceability and insight, its declarative programming model and automated testing tools get you up-and-running faster. It is optimised for serverless or ...

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Free Trial·

Dagster Cloud offers custom pricing plan

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Alluxio - New SaaS Software

Alluxio

Unlock the power of your data with Alluxio.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

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What is Alluxio?

Alluxio is a revolutionary open-source tool that helps users reduce the need for data egress and optimize S3 performance for analytics. It enables the elastic scalability of data with one unified global namespace across many storage systems. Engage with data across multiple APIs such as HDFS, ...

Read more about Alluxio
Free TrialTry Free →·

Alluxio offers custom pricing plan

Azure HDInsight - New SaaS Software

Azure HDInsight

Empower your big data solutions with Azure HDInsight.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

4.0

17 verified reviews

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What is Azure HDInsight?

Azure HDInsight is the perfect software for managing your big data needs in an open-source platform. Process and distribute massive amounts of data with the reliability of the global Azure cloud. Autoscale big data clusters to lower costs while utilizing pricing tiers that enable you to pay ...

Read more about Azure HDInsight
Free TrialTry Free →
Oracle Data Science Cloud Service - New SaaS Software

Oracle Data Science Cloud Service

Streamlining data science in the cloud.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

3.7

6 verified reviews

Add to compare

What is Oracle Data Science Cloud Service?

Oracle Data Science Cloud Service is a cloud-based end-to-end machine learning platform that allows data science teams to collaborate and access the necessary data, computational resources, and tools for model building, training, deployment, and managing models in the Oracle Cloud. It supports ...

Read more about Oracle Data Science Cloud Service
Free Trial·

Oracle Data Science Cloud Service offers custom pricing plan

Qualified - New SaaS Software

Qualified

Accelerate sales, maximize your website's potential.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

4.6

25 verified reviews

Add to compare

What is Qualified?

Qualified leverages the current website of companies to identify leads and get the best return on investment. This comprehensive developer assessment helps start meaningful sales conversation, convert outbound and digital adverts, and further analyse clues of buying intent. This software helps ...

Read more about Qualified
Free TrialTry Free →·

Qualified offers custom pricing plan

What each Hortonworks Data Platform alternative is best known for

Qubole8.3Best for enterprises

Multi-cloud support

Watch for: Complex setup process

Dagster Cloud7Best for teams of all sizes

Cloud-native architecture

Watch for: Requires technical expertise

AlluxioBest for teams of all sizes

Open-source flexibility

Watch for: Requires technical expertise

Azure HDInsightBest for teams of all sizes

Cost-effective, enterprise-grade managed service for open-source big-data analytics.

Watch for: Service can feel slow at times for some workloads.

Oracle Data Science Cloud ServiceBest for teams of all sizes

End-to-end ML platform

Watch for: Complex for beginners

QualifiedBest for teams of all sizes

Lead identification

Watch for: Requires website integration

Why teams look for a Hortonworks Data Platform alternative

Teams looking past Hortonworks Data Platform often cite reasons like these:

  • Complex setup
  • Requires technical expertise
  • Performance may vary
  • Limited support for non-technical users

How to find the right Hortonworks Data Platform replacement

The quick comparison across all 6 free alternatives: 6 offer a free tier; paid plans run $0.14, with Qubole the cheapest entry point; and Qualified is the highest rated at 4.6★ across 25 reviews.

How each tool earns its spot.

Frequently Asked Questions (FAQs)

Stuck on something? We're here to help with all the questions and answers in one place.

The top-rated alternatives to Hortonworks Data Platform are Qualified (4.6★), Qubole (4.0★), Azure HDInsight (4.0★). Compare all 6 alternatives side-by-side above.

When evaluating alternatives to Hortonworks Data Platform, prioritize: Master Data Management, Access Control, Authentication, Data Security, transparent pricing, free trial availability, and integrations with your existing tools. Use the filters above to compare by feature, budget, and team size.

Migration difficulty depends on how deeply Hortonworks Data Platform is integrated into your workflows. Most alternatives offer data export/import tools and dedicated onboarding support. We recommend shortlisting 2–3 options, running a free trial, and checking each vendor's migration guides before committing.

How to choose the right Hortonworks Data Platform alternative for you

  • On a budget / just exploring: start with a free tier — Qubole, Dagster Cloud and Alluxio let you evaluate without paying upfront.
  • If real-user ratings matter most: Qualified has the strongest star rating (4.6★) among the options with verified reviews.
  • Want the safest pick: Qubole has the highest Spotsaas Score (8.3) in this list — a strong default if you're unsure.

Moving off Hortonworks Data Platform

Before retiring Hortonworks Data Platform, take the cautious route. Export your data, make sure the new tool accepts it, and confirm the workflows you rely on transfer. Pilot on a free tier or trial, then go all in, leaving Hortonworks Data Platform active until migration finishes.

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