Red Hat Lightspeed vs SAP Business Data Cloud comparison

Red Hat and SAP are both solutions in the Predictive Analytics category. Red Hat is ranked #3 with an average rating of 7.5, while SAP is ranked #2 with an average rating of 8.1. Red Hat holds a 6.1% mindshare in PA, compared to SAP’s 5.6% mindshare. Additionally, 91% of Red Hat users are willing to recommend the solution, compared to 92% of SAP users who would recommend it.

Red Hat Lightspeed

Read 12 Red Hat Lightspeed reviews

2,701 Views
2,701 Comparison Views

91% willing to recommend

SAP Business Data Cloud

Read 118 SAP Business Data Cloud reviews

14,463 Views
1,157 Comparison Views

92% willing to recommend

Red Hat Lightspeed

SAP Business Data Cloud

Comparison Buyer's Guide

Download the report

Executive SummaryUpdated on Apr 15, 2026

Red Hat Lightspeed and SAP Business Data Cloud are competitors in the enterprise data management category. Red Hat Lightspeed holds an advantage in pricing and support, while SAP Business Data Cloud leads with its comprehensive analytics and data governance features.

Features: Red Hat Lightspeed offers open-source flexibility, seamless integration, and adaptability in diverse environments. SAP Business Data Cloud is equipped with a vast suite of analytics tools, powerful data governance solutions, and strong predictive analytics capabilities.

Room for Improvement: Red Hat Lightspeed can enhance its analytics offerings, expand data governance, and improve the predictive analytics feature set. SAP Business Data Cloud could benefit from simplified pricing structures, more intuitive user interfaces, and quicker deployment timeframes.

Ease of Deployment and Customer Service: Red Hat Lightspeed provides a straightforward deployment process along with robust customer support, facilitating quick implementation. SAP Business Data Cloud, though requiring a more detailed setup, offers extensive documentation and skilled technicians for those who value detailed guidance and support.

Pricing and ROI: Red Hat Lightspeed is cost-effective, providing strong ROI due to lower setup costs and efficient performance metrics. SAP Business Data Cloud, despite higher initial costs, offers a broad feature set and advanced capabilities, catering to businesses looking for long-term value in sophisticated data operations.

To learn more, read our detailed Red Hat Lightspeed vs. SAP Business Data Cloud Report (Updated: June 2026).

Buyer's Guide

Red Hat Lightspeed vs. SAP Business Data Cloud

June 2026

Download the complete report

Helped 904,748 peers since 2012

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

Red Hat Lightspeed

Ranking in Predictive Analytics

3rd

Average Rating

8.8

Reviews Sentiment

3.7

Number of Reviews

Ranking in other categories

No ranking in other categories

SAP Business Data Cloud

Ranking in Predictive Analytics

2nd

Average Rating

8.0

Reviews Sentiment

6.4

Number of Reviews

118

Ranking in other categories

Data Integration (7th), BI (Business Intelligence) Tools (3rd), Business Performance Management (2nd), Cloud Analytics (2nd), Data Governance (5th), Cloud Data Warehouse (6th)

Mindshare comparison

As of July 2026, in the Predictive Analytics category, the mindshare of Red Hat Lightspeed is 6.1%, up from 2.4% compared to the previous year. The mindshare of SAP Business Data Cloud is 5.6%, down from 14.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Predictive Analytics Mindshare Distribution
Product	Mindshare (%)
SAP Business Data Cloud	5.6%
Red Hat Lightspeed	6.1%
Other	88.3%

Predictive Analytics

Featured Reviews

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

Pavlina Pankova

Competence Leader - BI at Sabris CZ s.r.o.

Brings reporting, planning, and prediction together in one seamless workflow

I think the areas of SAP Analytics Cloud that could be improved or enhanced are mentioned by users or companies, and they would definitely mention the price in terms of planning licensing. From a consulting point of view, I don't see any major weaknesses. It is reasonably well-developed, and the perfect strength is that innovations are coming on a quarterly basis. It is slightly behind other tools in terms of the number of graphical outputs. Some tools have it faster, but every increment of innovations contains new features. On the other hand, it is perfectly fitting to the SAP environment, with seamless integration to all SAP modules, not only ERP but also SuccessFactors and other tools from the SAP family, for example, integrated business planning for the production planning. This is really a highlight compared to other tools.

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

"RHEL enables us to deploy applications and emerging workloads across bare-metal and virtualized environments and I find those workloads to be extremely reliable. The reliability is so good that I rarely find myself calling Red Hat support any longer. Support is the first benefit of using RHEL, but the second thing is that the platform is so stable that the need to use support is negligible."

"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."

"The tool is simple and easy to use. It has good support and doesn't have many outages due to the OS."

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

"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."

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

"The most valuable feature of Red Hat Insights is that it is dynamic."

"The reliability is so good that I rarely find myself calling Red Hat support any longer."

More Red Hat Lightspeed pros

"Planning and integration are the most valuable features. It is useful for planning, and it is useful for integrating with on-prem or cloud SAP solutions."

"The integration aspects between SAP and SAP Business Data Cloud are pretty good and seamless, with multiple ways to take the data that all work seamlessly, and taking data out to Azure Data Lake using premium outbound as a service and replication flows in Data Sphere is really seamless."

"SAP Analytics Cloud is a very good tool, the feature that's most useful for me is the reporting as it can be done via Google Chrome, and the solution is also very nice, user-friendly, and easy to build, making it very easy to use the features of SAP Analytics Cloud."

"I love a lot of things about the product; the first is Smart Discovery and Smart Insight, and it is amazing having predictive analysis and AI algorithms."

"The stability is quite good; it doesn't crash or freeze, there are no bugs or glitches, and it's reliable."

"What my customers like best about SAP Analytics Cloud is the dashboard because it's pretty good."

"The financial reports are very easy to read at the end of the month, you can see your profits, and the reporting tools and graphs versus sending a report in Excel are great."

"The stories have really been helpful in looking at specific scenarios and analyzing trends over periods of time."

More SAP Business Data Cloud pros

Cons

"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."

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

"Sometimes, the product has outages that affect the site's ability."

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

"A lot of improvement is required to get security compliance, especially with the privacy of the data, managing it, and storing it."

"What could be improved dramatically is the ability to have it used by an enterprise, which means to interlock with Ansible Automation Platform first."

"The cockpit server doesn't work and is useless. I don't like the images shown in GCP. I prefer the ones in AWS. It seems like the solution is in tune with what we deploy on the private cloud."

More Red Hat Lightspeed cons

"SAP Business Data Cloud is a new tool, and we need much more time to use its full capability and understand the advantages and disadvantages."

"The user interface of SAP Business Data Cloud could be more intuitive, particularly for non-technical users, and I would appreciate simpler navigation, user configuration, and better troubleshooting tools to improve the overall experience."

"The connection works only for importing data. Currently, there is no real-time integration between SAP Analytics Cloud and CRM. There are some features present in the classic but not in the optimized version. If I need to create something specific, I often have to switch the versions. It would be more convenient to have a single product that incorporates all the necessary features."

"I would like to see reporting to the Analytics cloud directly."

"The solution should include other scripting languages as well, such as Python."

"The initial setup requires some time to implement and could be more simplified for faster deployment."

"In the live connection model, we can't create calculated dimensions, however, in the import model we can create them."

"I dislike when they do a lot of verification before I begin. I need to follow various steps to get into the system, and I hate this one."

More SAP Business Data Cloud cons

Pricing and Cost Advice

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

"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."

"I don't have the exact price for SAP Analytics Cloud, but it could be improved and made cheaper, especially when compared to Power BI."

"The pricing is based on an annual license and is rated a four out of ten."

"This solution is pricey."

"It Wasn't directly involved in the pricing discussions, but when I joined the organization, they had already purchased the SAP Analytics Cloud solution. The organization faced challenges due to its perceived expense, leading to restrictions on granting access to many users."

"It's quite expensive and costs a lot to maintain, especially with licensing."

"SAP pricing tends to be premium, so it is slightly higher."

"It is an expensive solution."

"The pricing is reasonable."

More SAP Business Data Cloud pricing and cost advice

See which vendors are best for you

Use our free recommendation engine to learn which Predictive Analytics solutions are best for your needs.

See recommendations

904,748 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

Construction Company

12%

Retailer

11%

Manufacturing Company

10%

Marketing Services Firm

10%

Manufacturing Company

14%

Outsourcing Company

Construction Company

Financial Services Firm

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

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

By reviewers
Company Size	Count
Small Business	44
Midsize Enterprise	21
Large Enterprise	73

Questions from the Community

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

Which would you choose - Tableau or SAP Analytics Cloud?

Tableau is easy to set up and maintain. In about a day it is possible for the entire platform to be deployed for use. This relatively short amount of time can make all the difference for companies ...

See all answers

What is your experience regarding pricing and costs for SAP Analytics Cloud?

I normally do not deal with the commercials, so I am not aware of the pricing part of it.

See all answers

What needs improvement with SAP Analytics Cloud?

See all answers

Comparisons

BrightFunnel vs Red Hat Lightspeed

Compared 16% of the time

Alteryx vs Red Hat Lightspeed

Compared 15% of the time

ibi WebFOCUS vs Red Hat Lightspeed

Compared 15% of the time

PredicSis vs Red Hat Lightspeed

Compared 14% of the time

LM WISDOM vs Red Hat Lightspeed

Compared 2% of the time

More Red Hat Lightspeed Competitors

SAP BusinessObjects Business Intelligence vs SAP Business Data Cloud

Compared 16% of the time

Tableau Enterprise vs SAP Business Data Cloud

Compared 4% of the time

Microsoft Power BI vs SAP Business Data Cloud

Compared 4% of the time

Databricks vs SAP Business Data Cloud

Compared 3% of the time

Anaplan vs SAP Business Data Cloud

Compared 3% of the time

More SAP Business Data Cloud Competitors

Product Reports

Buyer's Guide

Red Hat Lightspeed

June 2026

Download Red Hat Lightspeed product report

Buyer's Guide

SAP Business Data Cloud

June 2026

Download SAP Business Data Cloud product report

Also Known As

Red Hat Insights

SAP Analytics Cloud, SAP Digital Boardroom, SAP Analytics Hub

Overview

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

SAP Business Data Cloud (SAP BDC) is a unified, intelligent data platform — part of the SAP Business AI Platform — that governs SAP and third-party data through a business data fabric. As an evolution of our industry-leading data, analytics and planning solutions, Business Data Cloud brings together Datasphere, Analytics Cloud, and Business Warehouse with a unified experience that delivers transformational insights across all lines of business. By harmonizing mission-critical data with the business processes and logic that give it meaning, SAP BDC delivers a trusted foundation for analytics and AI, empowering data teams and business leaders to make faster, more confident decisions.

What are the most important features of SAP Business Data Cloud?

Unified Data Connectivity: Native integration with SAP applications and third-party sources, eliminating data silos
Business-ready data products: Fully managed SAP data products across all business processes, providing immediate access to high-quality, trusted data
Semantic Data Modeling: A business semantic layer ensures data is translated into consistent, business context across the enterprise
End-to-End Data Governance: Built-in lineage tracking, data quality management, access controls, and compliance support
AI-Assisted Analytics and Planning: Go from insights to action instantly with planning and analytics together in one solution
Open Data Architecture: Enable secure and seamless, zero-copy sharing of semantically rich SAP data into existing data platform environments

What benefits or ROI should users look for in SAP Business Data Cloud?

Accelerated Time to Insight: Less time cleaning and validating data means more time analyzing and acting
Reduced Data Management Costs: One platform replaces multiple point solutions, lowering licensing and IT overhead
Improved Data Trust and Quality: Embedded governance reduces the risk of decisions made on inaccurate or inconsistent data
Faster Compliance and Auditability: Built-in lineage and access controls streamline regulatory reporting and audit preparation
Enhanced Business Agility: Real-time data and self-service analytics help teams respond quickly without relying on IT
Maximized SAP Investment Value: Makes existing SAP transactional data fully accessible and analytics-ready
AI Readiness: A clean, governed data foundation accelerates confident AI and ML adoption across the business

SAP Business Data Cloud is a key component of SAP's vision for the autonomous enterprise. By unifying data connectivity, governance, semantic modeling, and analytics in a single cloud-native platform, SAP BDC eliminates fragmentation and complexity — serving as the connective tissue that ties your entire enterprise together and positioning organizations for long-term success in an AI-driven world.

SAP

Sample Customers

Cerner, Government of Nova Scotia

Ericsson, Vodafone, Google, Team Liquid, Ryder Cup, Accenture

Buyer's Guide

Red Hat Lightspeed vs. SAP Business Data Cloud

June 2026

Free Report: Red Hat Lightspeed vs. SAP Business Data Cloud

Find out what your peers are saying about Red Hat Lightspeed vs. SAP Business Data Cloud and other solutions. Updated: June 2026.

DOWNLOAD NOW

904,748 professionals have used our research since 2012.

See our Red Hat Lightspeed vs. SAP Business Data Cloud report.

See our list of best Predictive Analytics vendors.

We monitor all Predictive Analytics reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.