Altair RapidMiner vs Starburst Galaxy comparison

Altair and Starburst are both solutions in the Data Science Platforms category. Altair is ranked #7 with an average rating of 8.1, while Starburst is ranked #9 with an average rating of 9.7. Altair holds a 7.0% mindshare in Data Science Platforms, compared to Starburst’s 0.8% mindshare. Additionally, 96% of Altair users are willing to recommend the solution, compared to 100% of Starburst users who would recommend it.

Altair RapidMiner

Read 24 Altair RapidMiner reviews

4,556 Views
3,964 Comparison Views

96% willing to recommend

Starburst Galaxy

Read 9 Starburst Galaxy reviews

616 Views
542 Comparison Views

100% willing to recommend

Altair RapidMiner

Starburst Galaxy

Comparison Buyer's Guide

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Executive SummaryUpdated on Sep 14, 2025

Altair RapidMiner and Starburst Galaxy operate within the data analytics and management realm. Altair RapidMiner seems to have the upper hand in terms of pricing, whereas Starburst Galaxy's advanced features may justify its higher cost.

Features: Altair RapidMiner provides comprehensive data preparation, machine learning capabilities, and an intuitive interface for streamlined data analysis. It supports a wide array of data formats and includes a no-code solution for model deployment. Starburst Galaxy excels with its powerful data query and integration capabilities, offering federated querying across multiple platforms, compatibility with AWS Glue, and cluster autoscaling for intensive loads, making it suitable for big data environments.

Room for Improvement: Altair RapidMiner could enhance its generative AI capabilities and improve handling of more complex datasets. Improving documentation for novice users and expanding community support can also benefit users. Starburst Galaxy might focus on simplifying deployment processes to reduce the need for expertise, improve initial setup time, and enhance user interface intuitiveness for new users.

Ease of Deployment and Customer Service: Altair RapidMiner offers an intuitive deployment model with strong customer service, facilitating seamless implementation and support. Starburst Galaxy comes with a more advanced deployment model that might require additional expertise, though it is paired with robust customer support.

Pricing and ROI: Altair RapidMiner is attractive for budget-conscious buyers with competitive setup costs and efficient ROI. Starburst Galaxy's higher setup costs are justified by its ability to tackle complex data challenges, offering significant long-term value and ROI.

To learn more, read our detailed Altair RapidMiner vs. Starburst Galaxy Report (Updated: September 2025).

Buyer's Guide

Altair RapidMiner vs. Starburst Galaxy

September 2025

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Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Altair RapidMiner

Ranking in Data Science Platforms

7th

Average Rating

8.6

Reviews Sentiment

7.0

Number of Reviews

Ranking in other categories

Predictive Analytics (3rd)

Starburst Galaxy

Ranking in Data Science Platforms

9th

Average Rating

9.8

Reviews Sentiment

1.0

Number of Reviews

Ranking in other categories

Streaming Analytics (12th)

Mindshare comparison

As of October 2025, in the Data Science Platforms category, the mindshare of Altair RapidMiner is 7.0%, down from 7.5% compared to the previous year. The mindshare of Starburst Galaxy is 0.8%, down from 0.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Science Platforms Market Share Distribution
Product	Market Share (%)
Altair RapidMiner	7.0%
Starburst Galaxy	0.8%
Other	92.2%

Data Science Platforms

Featured Reviews

Rathnam Makam

Senior Technical Manager at a computer software company with 1,001-5,000 employees

A no-code tool that helps to build machine learning models

One challenge I encountered while implementing RapidMiner was the lack of documentation. Since there aren't as many users, finding resources to learn the tool was initially difficult. To overcome this hurdle, I believe RapidMiner could improve by providing more tutorials tailored for new users. I haven't explored the tool's latest version, so I'm unaware of the current features. However, I think it would be beneficial if they could enhance capabilities related to deep neural networks, provide better support for generating UI, and allow for importing and utilizing large language models.

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Stephen-Howard

Sr Director, Technology at Spreetail

Federated querying delivers integrated data at record speed and reduces processing time

The biggest win has been the ability to combine data from multiple sources and deliver it to the business at record speed. This capability has allowed us to query directly through Starburst Galaxy, enabling teams to access integrated data that would otherwise be hard to pull together. This has reduced both our ETL processing time and storage costs. We are answering questions that would have been hard, if not impossible, to answer previously because the data came from disparate, disconnected sources.

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Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"Scalability is not really a concern with RapidMiner. It scales very well and can be used in global implementations."

"I like not having to write all solutions from code. Being able to drag and drop controls, enables me to focus on building the best model, without needing to search for syntax errors or extra libraries."

"Altair RapidMiner is appreciated for its ease of use and the CRISP data mining model it supports, covering steps like data preparation, data understanding, and business understanding."

"The most valuable feature of RapidMiner is that it can read a large number of file formats including CSV, Excel, and in particular, SPSS."

"RapidMiner is a no-code machine learning tool. I can install it on my local machine and work with smaller datasets. It can also connect to databases, allowing me to build models directly on the data stored there. RapidMiner offers a wider range of operators than other tools like Dataiku, making it a better option for my needs."

"We value the collaboration and governance features because it's a comprehensive platform that covers everything from data extraction to modeling operations in the ML language. RapidMiner is competitive in the ML space."

"The solution is stable."

"RapidMiner for Windows is an excellent graphical tool for data science."

More Altair RapidMiner pros

"Starburst has provided us with virtually guaranteed performance on complex queries across datasets that are in the tens of gigabytes which complete in seconds."

"The most fundamental feature is the query engine, which is much faster than any of the competitors; Starburst is able to finish most queries within 10 seconds, which is especially important for many non-technical employees."

"Starburst has provided us with virtually guaranteed performance on complex queries across datasets that are in the tens of gigabytes which complete in seconds."

"Starburst Galaxy is becoming a cornerstone of our data platform, empowering us to make smarter and faster decisions across the organization."

"Starburst on Trino, combined with our SQL-native data transformation tool SQLMesh, has delivered anywhere from a two to five times improvement in compute performance across our transformation DAG."

"Starburst Galaxy serves as our primary SQL-based data processing engine, a strategic decision driven by its seamless integration with our AWS cloud infrastructure and its ability to deliver high performance with low-latency responses."

"Starburst Galaxy has improved our organization by unifying access to all major data sources, reducing the need for complex ETL processes."

Cons

"I would like to see all users have access to all of the deep learning models, and that they can be used easily."

"The server product has been getting updated and continues to be better each release. When I started using RapidMiner, it was solid but not easy to set up and upgrade."

"RapidMiner isn't cheap. It's a complete solution, but it's costly."

"The biggest problem, not from a platform process, but from an avoidance process, is when you work in a heavily regulated environment, like banking and finance. Whenever you make a decision or there is an output, you need to bill it as an avoidance to the investigator or to the bank audit team. If you made decisions within this machine learning model, you need to explain why you did so. It would better if you could explain your decision in terms of delivery. However, this is an issue with all ML platforms. Many companies are working heavily in this area to help figure out how to make it more explainable to the business team or the regulator."

"In the Mexican or Latin American market, it's kind of pricey."

"RapidMiner would be improved with the inclusion of more machine learning algorithms for generating time-series forecasting models."

"Improve the online data services."

"About twenty-five percent of my problems involve image processing, and I found RapidMiner lacking in this domain. While we work on OCR and similar tasks, RapidMiner hasn't been as engaged in that field as other models. Some other models also support email processing, but RapidMiner doesn't offer this feature."

More Altair RapidMiner cons

"I would like Starburst to leverage AI to improve usability. Data lakes are complicated and difficult for users to explore."

"Multi-tenancy could be improved. In order to have multiple environments for SSO, we maintain multiple tenants that are connected to different AWS accounts via the Marketplace."

"The most persistent issue is the cluster spin-up time."

"Cluster startup time can be slow, sometimes taking over a minute."

"Cluster startup time is another pain point, typically 3 to 5 minutes, which is not the worst with proper planning but can be annoying for ad-hoc work."

Pricing and Cost Advice

"The client only has to pay the licensing costs. There are not any maintenance or hidden costs in addition to the license."

"I'm not fully aware of RapidMiner's price because we had licenses provided, but from my analysis, it's moderately priced, not too high or too low. It's worth the investment."

"Although we don't pay licensing fees because it is being used within the university, my understanding is that the cost is between $5,000 and $10,000 USD per year."

"For the university, the cost of the solution is free for the students and teachers."

"I used an educational license for this solution, which is available free of charge."

Information not available

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Top Industries

By visitors reading reviews

University

11%

Computer Software Company

10%

Manufacturing Company

10%

Educational Organization

10%

Financial Services Firm

29%

Computer Software Company

14%

Government

Consumer Goods Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	12
Midsize Enterprise	5
Large Enterprise	8

By reviewers
Company Size	Count
Small Business	4
Midsize Enterprise	2
Large Enterprise	1

Questions from the Community

What do you like most about RapidMiner?

RapidMiner is a no-code machine learning tool. I can install it on my local machine and work with smaller datasets. It can also connect to databases, allowing me to build models directly on the dat...

See all answers

What is your experience regarding pricing and costs for RapidMiner?

I started with a trial version. We are likely to purchase a license, which may offer additional features.

See all answers

What needs improvement with RapidMiner?

Currently, I am unsure of all the AI features available in Altair RapidMiner, particularly advanced AI capabilities like neural networks and deep learning. It would be beneficial if the platform co...

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What is your experience regarding pricing and costs for Starburst Galaxy?

You pay for cluster uptime. It is important to be aggressive about autoscaling, as a single worker will get you a long way. I recommend never connecting a BI tool to your Galaxy cluster. Instead, w...

See all answers

What needs improvement with Starburst Galaxy?

As a hosted option, I wish I had more control over the cluster configuration, specifically regarding some of the more advanced options. Trino is extremely flexible and powerful, but some of this fu...

See all answers

What is your primary use case for Starburst Galaxy?

I use Starburst as a cost-efficient hosted option for Trino for data integration and ad-hoc analysis across a broad range of data sources. It is surprisingly useful to query SQL Server, a Google Sh...

See all answers

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Compared 14% of the time

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Compared 8% of the time

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Compared 6% of the time

Microsoft Azure Machine Learning Studio vs Altair RapidMiner

Compared 4% of the time

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Compared 52% of the time

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Compared 29% of the time

Dremio vs Starburst Galaxy

Compared 19% of the time

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Product Reports

Buyer's Guide

Altair RapidMiner

October 2025

Download Altair RapidMiner product report

Buyer's Guide

Starburst Galaxy

September 2025

Download Starburst Galaxy product report

Overview

Altair RapidMiner is a leading platform for data science and machine learning, offering a user-friendly interface with powerful tools for predictive analytics. It supports integration with APIs, Python, and cloud services for streamlined workflow creation.

RapidMiner provides an efficient data science environment featuring drag-and-drop functionality, automation tools, and a wide array of algorithms, making it adaptable for novices and experts alike. Users benefit from easy data preparation and analysis alongside robust support from a vibrant community. Challenges include better onboarding and deep learning model accessibility, alongside calls for enhanced image processing and large language model integration.

What features make Altair RapidMiner stand out?

Data science tools: Facilitates machine learning and predictive analytics.
Code-optional GUI: Enables non-programmers to create workflows seamlessly.
Integration: Supports APIs, Python, and cloud services.
Drag-and-drop functionality: Simplifies workflow creation for users.
Algorithm variety: Offers diverse methods for data analysis.

What benefits and ROI should users consider when evaluating?

Efficiency: Saves time in data preparation and workflow automation.
Accessibility: Intuitive design aids beginners and experts.
Community: Access to extensions and collaborative resources.
Documentation: Comprehensive tutorials enhance learning.

Altair RapidMiner is extensively used in business and academia, facilitating tasks like predictive analytics, segmentation, and deployment. In education, it supports data science teaching and research, while in industries such as telecom, banking, and healthcare, it's used for data mining, decision trees, and market analysis.

Altair

Starburst Galaxy offers advanced analytics solutions tailored for big data environments. It is renowned for its scalability and flexibility, enabling data-driven decisions.

Starburst Galaxy provides an efficient platform for conducting complex data analysis across multiple datasets. Its architecture facilitates seamless integration with existing data infrastructure, allowing organizations to harness the value of their data efficiently. Users appreciate its ability to perform intricate queries without the need for extensive data movement, fostering a more agile approach to data management and analysis.

What features make Starburst Galaxy unique?

Advanced Query Engine: Optimizes data processing to handle complex analytics efficiently.
Scalability: Easily adapts to growing data needs without compromising performance.
Integration Capabilities: Seamlessly connects with existing data systems for streamlined operations.

What benefits and ROI should users look for?

Cost Efficiency: Reduces storage and compute costs by optimizing queries and minimizing data movement.
Improved Decision-Making: Empowers users with quick access to critical insights for strategic planning.
Enhanced Performance: Delivers faster query responses, boosting productivity and time-to-value.

Starburst Galaxy is instrumental in industries such as finance, healthcare, and e-commerce, where large-scale data analysis is crucial. Organizations in these fields implement its features to accelerate data processing and gain a competitive advantage, turning vast amounts of information into actionable insights that drive industry-specific innovations.

Starburst

Sample Customers

PayPal, Deloitte, eBay, Cisco, Miele, Volkswagen

Information Not Available

Buyer's Guide

Altair RapidMiner vs. Starburst Galaxy

September 2025

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