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Knowage vs SAP Business Data Cloud comparison

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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 (22nd)
SAP Business Data Cloud
Ranking in BI (Business Intelligence) Tools
3rd
Average Rating
8.0
Reviews Sentiment
6.3
Number of Reviews
120
Ranking in other categories
Data Integration (7th), Business Performance Management (2nd), Cloud Analytics (2nd), Predictive Analytics (2nd), Data Governance (4th), Cloud Data Warehouse (4th)
 

Mindshare comparison

As of October 2026, in the BI (Business Intelligence) Tools category, the mindshare of Knowage is 1.1%, up from 0.7% compared to the previous year. The mindshare of SAP Business Data Cloud is 3.2%, down from 3.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
BI (Business Intelligence) Tools Mindshare Distribution
ProductMindshare (%)
SAP Business Data Cloud3.2%
Knowage1.1%
Other95.7%
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

"Unified interface, a lot of tools for BI, easy configuration, standalone SDK."
"Being able to schedule necessary jobs needed for production jobs and programming run times"
"The embedding feature is great."
"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."
"Our customers really appreciate the self-service BI functionalities."
"Customer Service: Excellent."
"I am satisfied with the product in general given what the company invested in it, which was just our time."
"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."
"SAP Analytics can be used as an all-in-one source; it can bring everything together: BI, predictive, planning, simulation — it can combine all of this into a single user interface."
"A point of differentiation in the market for Analytics Cloud compared to other analytics products, is it offers not only business intelligence within the application, but also it has inbuilt AI and machine learning capabilities that can be used not only by data scientist types in the organization, but for general users who can get the benefit of inbuilt predictive features in the tool."
"SAP Business Data Cloud intelligent app takes away a lot of work because it installs the complete model and then the customization can set in."
"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."
"One feature I've found most valuable is Discovery, a logistics tool that will place the dashboard for you on the fly and, for example, if you select a country, it will give the entire picture of where a product is high and where it is low."
"The features that are most valuable in SAP Analytics Cloud are the planning feature and the predictive analytics feature, though the planning feature needs to be more efficient."
"It offers good backup capabilities."
"The best features SAP Business Data Cloud offers is basically one solution for all analytics and planning applications, and the integration of all the third-party as well as SAP data sources in one platform allows us to deliver machine learning, analytics, and planning, making the decision-making process very easy with one platform."
 

Cons

"As all software and especially the open-source ones have always something that can work better, in this case, SpagoBI is slightly difficult to implement."
"There are additional features such as Data Integration, Data Visualization, MobileBI, Cloud BI, Data enrichment and massaging should be implemented in the next release."
"Unfortunately, many interesting features do not work when you are using a custom database for storing the metadata."
"The demands of some jobs would slow Spago and lock the site, preventing any other job from processing."
"Tomcat configuration was tricky in earlier versions."
"We are not happy with the poor graphic user interface. It looks a bit old and sometimes it is not properly user friendly."
"Yes, using Mobile and Desktop Editions, we would sometimes need to restart the service."
"The support is very meager: We had to break our heads to figure out everything"
"However, there are areas of improvement, particularly in terms of visualization. The front-end interface of SAP Analytics Cloud is not as impressive as Tableau and Power BI. The charts in other solutions have a more visually appealing and customizable look, while in SAP Analytics Cloud, there's a lack of alignment between numbers and charts. This graphical aspect, especially concerning charts, is not as satisfactory in SAP Analytics Cloud compared to its counterparts."
"The solution should include other scripting languages as well, such as Python."
"All the features are there, maybe except for the one-gauge visualization."
"It is slightly behind other tools in terms of the number of graphical outputs."
"Faster implementation of new functions for the new product is an area of improvement in SAP Analytics Hub."
"However, I must note that the process is quite lengthy. When it comes to purchasing or licensing, the account manager available in Saudi Arabia takes much longer to process."
"However, I am sad to say other functions or functionalities were not included in our version right now."
"Some algorithms are complex and can't be processed by just tagging the data and expecting results."
 

Pricing and Cost Advice

"It allows the implementation of an effective reporting system using internal skills at a limited upfront cost."
"Knowage is open-source, and an enterprise edition is also available."
"Compute and storage features should be sold separately."
"The platform is about 50% more expensive than Power BI."
"The premium option is very expensive at five thousand dollars. I use the nine hundred and ninety-nine dollar option."
"Its licensing is on a monthly basis."
"The product is expensive."
"This solution offers value for money and you get what you pay for."
"SAP Analytics can be very costly to license, which can make it difficult for organizations to implement."
"It's quite expensive and costs a lot to maintain, especially with licensing."
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Top Industries

By visitors reading reviews
Construction Company
21%
Outsourcing Company
12%
Comms Service Provider
8%
Manufacturing Company
7%
Media Company
14%
Outsourcing Company
13%
Manufacturing Company
11%
Construction Company
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 Business48
Midsize Enterprise21
Large Enterprise79
 

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: September 2026.
915,287 professionals have used our research since 2012.