Alteryx vs Red Hat Lightspeed comparison

Alteryx and Red Hat are both solutions in the Predictive Analytics category. Alteryx is ranked #1 with an average rating of 8.2, while Red Hat is ranked #5 with an average rating of 7.5. Alteryx holds a 7.9% mindshare in PA, compared to Red Hat’s 5.2% mindshare. Additionally, 89% of Alteryx users are willing to recommend the solution, compared to 91% of Red Hat users who would recommend it.

Alteryx

Read 85 Alteryx reviews

8,338 Views
1,417 Comparison Views

89% willing to recommend

Red Hat Lightspeed

Read 12 Red Hat Lightspeed reviews

1,861 Views
1,842 Comparison Views

91% willing to recommend

Alteryx

Red Hat Lightspeed

Comparison Buyer's Guide

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Executive SummaryUpdated on Apr 7, 2026

Alteryx and Red Hat Lightspeed compete in the enterprise software category, with Alteryx having the upper hand in ease of use for non-technical users, while Red Hat Lightspeed excels in technical deployment and enterprise environments.

Features: Alteryx offers a comprehensive suite including data preparation, blending, and predictive models with a strong drag-and-drop functionality that requires no coding. It also supports in-database analytics and provides strong community support. Red Hat Lightspeed focuses on enterprise robustness, offering stability, security, and containerization options with OpenShift.

Room for Improvement: Alteryx users seek better data visualization, integrated reporting, and improved cloud deployment options. The high cost and limited machine learning support are concerns. Red Hat Lightspeed could benefit from more user-friendly features and improved documentation. Enhancements in integration and licensing flexibility are also areas of interest.

Ease of Deployment and Customer Service: Alteryx supports multiple deployment options such as on-premises, private, and public clouds with responsive technical support and strong community interaction. Red Hat Lightspeed emphasizes hybrid cloud deployment with strong technical support, focusing on enterprise-level integrations and reasonable response times.

Pricing and ROI: Alteryx is seen as expensive, making it less accessible for smaller businesses despite notable ROI for larger enterprises. Red Hat Lightspeed offers competitive pricing models, including pay-as-you-go, appealing for extensive usage in cloud environments, although it remains costly for smaller firms.

To learn more, read our detailed Alteryx vs. Red Hat Lightspeed Report (Updated: April 2026).

Buyer's Guide

Alteryx vs. Red Hat Lightspeed

April 2026

Download the complete report

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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

Alteryx

Ranking in Predictive Analytics

1st

Average Rating

8.4

Reviews Sentiment

6.9

Number of Reviews

Ranking in other categories

Data Science Platforms (5th), Data Preparation Tools (1st)

Red Hat Lightspeed

Ranking in Predictive Analytics

5th

Average Rating

8.8

Reviews Sentiment

3.7

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of May 2026, in the Predictive Analytics category, the mindshare of Alteryx is 7.9%, down from 20.3% compared to the previous year. The mindshare of Red Hat Lightspeed is 5.2%, up from 1.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Predictive Analytics Mindshare Distribution
Product	Mindshare (%)
Alteryx	7.9%
Red Hat Lightspeed	5.2%
Other	86.9%

Predictive Analytics

Featured Reviews

reviewer2797908

Senior Rpa Consultant at a computer software company with 51-200 employees

Time-saving workflows have transformed data preparation and predictive analysis for my team

Some of the best features Alteryx offers are its no and low-code capabilities. It delivers massive time-saving and includes spatial and predictive analysis. Alteryx includes built-in tools such as drive time analysis and linear regression, which are much harder to achieve in standard BI tools such as Power BI or Tableau. In addition to these features, Alteryx provides built-in spatial tools that can calculate drive time and location-based insights with minimal effort through drag-and-drop spatial tools, low complex coding, faster, and more accurate results. Linear regression predicts sales based on marketing spend, estimates costs based on usage, and identifies trends in historical data. Alteryx has positively impacted my organization by saving time, improving accuracy, and enabling better decision-making. Using Alteryx, complex tasks such as data cleansing, joining datasets, drive time analysis, and linear regression can be done much faster compared to manual Excel or SQL work. This reduces dependency on manual effort and lowers the risk of human error. Drive time analysis helps my organization make better location-based decisions, such as identifying optimal service areas or improving customer reach.

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VishalSingh15

Head of Business at Variyas Labs Pvt Ltd

Have found limited automation capabilities while configuration has remained complex despite reliable monitoring features

In terms of configuration, Red Hat Insights could use some improvement. When I deploy Red Hat, the installation means a pure vanilla installation where you run and install a product out of the box, but deployment involves configuration plus all necessary tooling to run that product, which requires human input to complete the installation, configurations, and integration. Red Hat Insights has very limited automation; it only detects anomalies and triggers corrective actions for compliance issues, something which I found lacking when compared to other tools I've used.

Read full review

Quotes from Members

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

Pros

"Using the product, we earn a lot of time, which is used to do other tasks."

"The most valuable feature for me is integration."

"I found Alteryx's ability to modify data on the fly, using in-memory processing, very useful."

"One-stop shop for data preparation, blending, prediction, and optimization in a single workflow."

"The solution has a very strong community that is involved in the product. It helps make the usage easier and helps us find answers to our questions."

"Its initial setup is easy."

"The philosophy of the citizen data scientist is the key piece, which means the no-code analytics capability."

"The support is very good."

More Alteryx pros

"RHEL is the most reliable Linux flavor in terms of enterprise governance. I prefer it for its code stability, support, and integration. The lifecycle management features help us maintain compliance and keep the components updated."

"The most valuable features of Red Hat Enterprise Linux are the mobile applications and getting real-time notifications."

"The most valuable feature of Red Hat Insights that I have found is the proactive information on issues that you don't see but are possibly going to happen in the environment."

"Red Hat Enterprise Linux has made significant improvements in terms of storage. You can mount an 18 terabyte file system. It also supports NFS shares and the SIP share for the photos. There have been many features added since RHEL 6. It's more user-friendly and graphical."

"Red Hat support is very good; their response regarding SLAs has improved significantly in India, and I have no complaints about the support I continue to receive."

"I have seen a return on investment, especially considering the time taken to resolve the problem where we bought some support from Red Hat."

"Red Hat support is very good; their response regarding SLAs has improved significantly in India, and I have no complaints about the support I continue to receive."

"We use this product's built-in tracing and monitoring tools such as syslog and SAR (system activity reporter) to provide us with greater insight and visibility into what's going on."

More Red Hat Lightspeed pros

Cons

"When configuring target tables, it is difficult to see the full text when deciding on load operations."

"I think the only area where the product lags is documentation and videos on the analytical app and the batch macro."

"I honestly can't think of anything that needs to be improved."

"This is a proprietary tool and maybe the open source part of it could be improved."

"The product's pricing needs improvement."

"Visualization: There is room to improve here."

"It would be great if Alteryx could take third party tools and incorporate them."

"Lacks an open source edition which would be helpful."

More Alteryx cons

"Red Hat Insights has very limited automation; it only detects anomalies and triggers corrective actions for compliance issues, something which I found lacking when compared to other tools I've used."

"There is potential for improvement when it comes to ease of use. It has become easier to use over the years but could be better still. Linux, in general, has never been a simple solution. It's usually a more complex solution than something like Windows. If there is a downside, it's that it is more complex than some of the other solutions."

"New products need better documentation. The websites also have a single sign-on to get you from one side to the other. As a partner, I had a problem finding out how I needed to connect and to which side of the solution."

"I also want the co-pilot to provide more granular control and more features in the GUI, so we can have one configuration from the GUI itself. It would be helpful to have a feature similar to the one in Windows where we can manage all the net flows from one console in a single pane of glass and install it on-premises like an admin center. It would be great if Red Hat had some kind of admin center to manage all the RHEL boxes without using an additional product like Satellite or something, we could use the co-pilot on all the systems to monitor the dashboard."

"AIX will be out of support in the next few years, so that is a problem because a lot of the clinical apps use AIX."

"I would like to see improvements made to the subscriptions and management of them."

"The improvements, in my opinion, have to be done in the infrastructure of the Red Hat Satellite, it is very complex."

More Red Hat Lightspeed cons

Pricing and Cost Advice

"I rate the tool's pricing a two out of ten."

"There is a license required for this solution."

"It can be a bit pricey, especially after the first year."

"I rate the solution's pricing as a ten, as it is highly priced."

"The pricing is $5000 per year per production license."

"We have a yearly cost that we pay for the licensing. We do not pay any costs in addition to the licensing fees."

"The designer has a list price of $5,995 USD."

"Very transparent."

More Alteryx pricing and cost advice

"Regarding the prices, the new changes are actually not bad as it works for enterprise solutions."

"If you have a subscription to Red Hat Enterprise Linux, Red Hat Insights is free."

"The prices are comparable, and good for what is being provided."

"This is not a cheap solution but it gets you the support if you ever need it."

"RHEL is expensive. We have changed the cloud provider's subscription to a pay-as-you-go model."

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Top Industries

By visitors reading reviews

Financial Services Firm

20%

Manufacturing Company

Computer Software Company

Retailer

Construction Company

12%

Marketing Services Firm

12%

Financial Services Firm

10%

Manufacturing Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	32
Midsize Enterprise	16
Large Enterprise	55

By reviewers
Company Size	Count
Small Business	2
Midsize Enterprise	1
Large Enterprise	9

Questions from the Community

What is the Biggest Difference Between Alteryx and IBM SPSS Modeler?

One of the differences is that with Alteryx you can use it as an ETL and analytics tool. Please connect with me directly if you want to know more.

See all answers

What is the Biggest Difference Between Alteryx and IBM SPSS Modeler?

Alteryx is an extremely easy and flexible data tool, flexible in terms of drag and drop toolset and also has python, R integrations if your team requires this. It can handle over 2 billion rows of...

See all answers

What is the Biggest Difference Between Alteryx and IBM SPSS Modeler?

I am not familiar with IBM SPSS Modeler, therefore, I cannot compare these two products. Regarding Alteryx I can say the following: - An excellent desktop tool for Data Prep and analytics. - Featu...

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What needs improvement with Red Hat Insights?

See all answers

What is your primary use case for Red Hat Insights?

I did not purchase the product through AWS Marketplace; AWS was primarily used as the platform for workloads. We use basic services within AWS, but I did not use anything from the marketplace becau...

See all answers

What advice do you have for others considering Red Hat Insights?

In terms of optimizing risk identification, I would rate Red Hat Insights around five to six on a scale of 1 to 10. I would give Red Hat Insights an overall rating of six on a scale from 1 to 10. I...

See all answers

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Product Reports

Buyer's Guide

Alteryx

May 2026

Download Alteryx product report

Buyer's Guide

Red Hat Lightspeed

May 2026

Download Red Hat Lightspeed product report

Also Known As

No data available

Red Hat Insights

Overview

Alteryx provides user-friendly, no-code tools for data blending, preparation, and analysis. Its drag-and-drop interface and in-database capabilities simplify integration with data sources while maintaining data integrity.

Alteryx offers a comprehensive suite for automation of data workflows, reducing manual tasks and enhancing processing efficiency. Known for robust predictive and spatial analytics, it effectively handles large datasets. The platform's flexibility allows for custom script deployments, supported by a strong community. However, Alteryx faces challenges with high pricing, lack of cloud support, and limited data visualization tools. Users express a need for more in-built data science functionalities, improved API integration, and a smoother learning curve. Connectivity and documentation gaps, along with complex workflows, are noted concerns, suggesting areas for enhancement. Alteryx is widely used for tasks like ETL processes, data preparation, predictive modeling, and report generation, supporting functions like financial projections and spatial analysis.

What features define Alteryx?

Data Blending: Combines data from multiple sources.
No-Code Tools: User-friendly drag-and-drop interface for ease of use.
Automation: Streamlines workflows and reduces manual tasks.
Predictive Analytics: Offers advanced forecasting capabilities.
Spatial Analytics: Processes geospatial data effectively.

What benefits should users consider?

Reduced Manual Labor: Automation minimizes repetitive tasks.
Data Integration: Seamlessly connects to various data sources.
Customization: Flexibility to deploy custom scripts.
Scalability: Quickly processes large datasets.
Community Support: Strong network for troubleshooting and guidance.

Alteryx is implemented across industries for diverse needs such as anomaly detection in finance, customer segmentation in marketing, and tax automation in auditing. Teams leverage its capabilities for data blending and predictive modeling to enhance operational efficiency and address specific business needs effectively.

Alteryx

Red Hat Lightspeed is designed for seamless enterprise workload management. With user-friendly operations and robust security through OSCAP profiles, it ensures reliable lifecycle management and strong support.

Red Hat Lightspeed is engineered to enhance performance with automation capabilities like Ansible, proactive monitoring via Insights, and flexible infrastructure adaptability. Its features geared towards smart management using Satellite and comprehensive application deployment enhance stability. An intuitive dashboard streamlines real-time issue identification, promoting resource efficiency and reliability in governance. Improvements are needed in cockpit server functionality, GUI, and OSCAP profile integration, indicating a need for enriched documentation and better ease of use. Users suggest adding a status page due to site outages and prioritizing the enhancement of Ansible integration, as well as security compliance.

What are the key features of Red Hat Lightspeed?

Ease of Use: Simplified operations and management tasks.
Built-in Security: Enhanced security with OSCAP profiles.
Automation with Ansible: Streamlines repetitive tasks.
Insights Monitoring: Proactive system health checks.
Smart Management: Facilitates stability with Satellite.
Real-time Dashboard: Quick issue identification.

How does Red Hat Lightspeed deliver ROI?

Performance Enhancement: Boosts operational efficiency.
Security Assurance: Strong compliance measures.
Infrastructure Flexibility: Adapts to on-premises and cloud.
Patching Efficiency: Maintains system integrity.

Industries leverage Red Hat Lightspeed for running robust applications and databases, efficiently handling transaction servers and virtualization tasks. It supports both on-premises and cloud deployments, with common applications like Oracle databases and SAP solutions. By facilitating automation and security assessments, it aids in patch management and is instrumental for companies in executing cloud migrations, enabling predictive analytics, and ensuring system health to proactively tackle vulnerabilities.

Red Hat

Sample Customers

AnalyticsIq Inc., belk, BloominBrands Inc., Cardinalhealth, Cineplex, Dairy Queen

Cerner, Government of Nova Scotia

Buyer's Guide

Alteryx vs. Red Hat Lightspeed

April 2026

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