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Knowage vs SAP Business Data Cloud comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Apr 15, 2026

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

Knowage
Ranking in BI (Business Intelligence) Tools
32nd
Average Rating
7.6
Reviews Sentiment
6.7
Number of Reviews
18
Ranking in other categories
Reporting (23rd)
SAP Business Data Cloud
Ranking in BI (Business Intelligence) Tools
3rd
Average Rating
8.0
Reviews Sentiment
6.4
Number of Reviews
109
Ranking in other categories
Data Integration (10th), Business Performance Management (2nd), Cloud Analytics (2nd), Predictive Analytics (2nd), Data Governance (8th), Cloud Data Warehouse (10th)
 

Mindshare comparison

As of June 2026, in the BI (Business Intelligence) Tools category, the mindshare of Knowage is 1.0%, up from 0.4% compared to the previous year. The mindshare of SAP Business Data Cloud is 2.7%, down from 4.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
BI (Business Intelligence) Tools Mindshare Distribution
ProductMindshare (%)
SAP Business Data Cloud2.7%
Knowage1.0%
Other96.3%
BI (Business Intelligence) Tools
 

Featured Reviews

AM
Margin Assurance Analyst at a comms service provider with 1,001-5,000 employees
A stable open source suite for modern business analytics with a useful replication feature
It would be better if more resources were available to help us learn how to use it. I wanted to use Knowage for a more extended period, but learning materials around the product were not really available and were not really straightforward. I've also seen inconsistencies between versions. For example, under the tools, especially in the cockpit, the way you create reports is now different. You will also find some configurations within a particular state, like a line chart, which differs from version to version. I think consistency is an essential feature in a product, especially for business intelligence products.
Pavlina Pankova - PeerSpot reviewer
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.

Quotes from Members

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

Pros

"It improves sales and products, which motivates employees."
"I would use SpagoBI if a company wants to use a free tool that has enough features."
"Our customers really appreciate the self-service BI functionalities."
"The concept of engines is quite powerful allowing the user to work with report authoring/provisioning tools of their choice."
"It's a great product. It has a lot more features than many other BI tools. You can get the most out of machine learning, the best connectivity to Python, and it cuts across enterprise sections."
"It's very easy to get the historical reports you need based on the business requirements and this helps our executives for taking decisions."
"In terms of ROI, much better than any other solution when it offer full fledged features in open source, planned to have direct contact with SpagoBI for better support."
"The most valuable features to us are application implementation, development, and analysis."
"I like the connectivity the solution provides with other products, as one can see different data sources, such as SAP ERP and the in-house hub, create a business warehouse, and import multi-dimensional data from flat files and various sources."
"SAP Analytics Cloud is superior to other tools in terms of planning and forecasting."
"The product's native integration with SAP ERP systems is particularly valuable."
"I like the predictive features of SAP. It's easy to use tools for an end-user."
"The most valuable features are the visualization and user-friendliness; it's like a self-service platform, and if the connectivity is good then anyone can log in and use it."
"What I appreciate about SAP Analytics Cloud is the AI features, which include interactive dashboards, drill-down capabilities, linked dimensions, and the ability to integrate more than one model in the same story."
"The solution is stable and reliable."
"There is a really nice insight feature that I enjoy using."
 

Cons

"The support is very meager: We had to break our heads to figure out everything"
"Unfortunately, many interesting features do not work when you are using a custom database for storing the metadata."
"Tomcat configuration was tricky in earlier versions."
"We had stability issues."
"It would be better if more resources were available to help us learn how to use it. I wanted to use Knowage for a more extended period, but learning materials around the product were not really available and were not really straightforward. I've also seen inconsistencies between versions. For example, under the tools, especially in the cockpit, the way you create reports is now different. You will also find some configurations within a particular state, like a line chart, which differs from version to version. I think consistency is an essential feature in a product, especially for business intelligence products."
"There are additional features such as Data Integration, Data Visualization, MobileBI, Cloud BI, Data enrichment and massaging should be implemented in the next release."
"Many things need to be improved, most of all robustness."
"Yes, using Mobile and Desktop Editions, we would sometimes need to restart the service."
"My experience with pricing, setup cost, and licensing of SAP Business Data Cloud is that it is very high compared to implementation costs."
"The analytics part of SAP has not been that good up until now. They're still in the infant stage and development is still going on. SAP has some cloud analytics and they're trying to configure it in Lumira, but it's not that good at this point."
"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 solution should include other scripting languages as well, such as Python."
"However, I am sad to say other functions or functionalities were not included in our version right now."
"The product could improve by enhancing connectivity issues and speeding up response times for support queries."
"Could be more user-friendly; somewhat complicated to use."
"The business intelligence features should be improved because there is a lack of functionality regarding that part."
 

Pricing and Cost Advice

"Knowage is open-source, and an enterprise edition is also available."
"It allows the implementation of an effective reporting system using internal skills at a limited upfront cost."
"It's not that costly as such for the time being."
"The product is expensive."
"It is an expensive solution."
"The pricing is reasonable."
"SAP pricing tends to be premium, so it is slightly higher."
"This solution offers value for money and you get what you pay for."
"It is not the most expensive one. You have to do the cost-of-ownership analysis and take a lot of things into consideration to come up with the conclusion that it is cheaper or not, but its price is reasonable. It provides value for money."
"The product is expensive."
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Top Industries

By visitors reading reviews
Construction Company
20%
University
9%
Marketing Services Firm
8%
Manufacturing Company
8%
Manufacturing Company
14%
Financial Services Firm
8%
Construction Company
8%
Retailer
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise6
Large Enterprise6
By reviewers
Company SizeCount
Small Business44
Midsize Enterprise21
Large Enterprise64
 

Questions from the Community

Ask a question
Earn 20 points
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 ...
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.
What needs improvement with SAP Analytics Cloud?
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 c...
 

Also Known As

SpagoBI
SAP Analytics Cloud, SAP Digital Boardroom, SAP Analytics Hub
 

Overview

 

Sample Customers

FIAT Group, Italian air navigation service provider, Ministry of Education and Science of the Russian Federation, Telecom Italia, ASL Genovese, San Giovanni Battista University Hospital
Ericsson, Vodafone, Google, Team Liquid, Ryder Cup, Accenture
Find out what your peers are saying about Knowage vs. SAP Business Data Cloud and other solutions. Updated: June 2026.
900,644 professionals have used our research since 2012.