No more typing reviews! Try our Samantha, our new voice AI agent.

IBM Cloud Pak for Data vs SAP Business Data Cloud comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 29, 2026

Review summaries and opinions

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

ROI

Sentiment score
5.9
IBM Cloud Pak for Data boosts ROI by improving data quality, reducing costs, and enabling efficient, compliant AI-driven decisions.
Sentiment score
6.6
SAP Analytics Cloud boosts ROI by streamlining data automation and reporting, accelerating decision-making and improving business processes efficiently.
We have been able to drive responsible, transparent, and explainable AI workflow to operationalize AI and mitigate risk and regulatory compliance easily.
Senior Data Analyst at Wipro Limited
It is easy to collect, organize, and analyze data no matter where it is, hence being able to make data-driven decisions.
Engineer at Turner Construction
 

Customer Service

Sentiment score
7.1
IBM Cloud Pak for Data support is generally satisfactory but needs improved responsiveness, especially for complex issues and non-English assistance.
Sentiment score
6.1
SAP Analytics Cloud support is generally responsive, but users desire quicker responses, more expertise, and improved training resources.
Cloud Pak is a complicated system, and it's often difficult to find the right resource in IBM to help with specific issues.
Data asset management engineer at a tech services company with 1-10 employees
The customer support for IBM Cloud Pak for Data is great and responsive.
Engineer at Turner Construction
I would rate IBM's support at about a seven or eight out of ten because we have good support coverage owing to our long association with IBM.
EDW Manager at a university with 1,001-5,000 employees
The technical support is a very well-organized service, with a lot of tools for me as a consultant and for the end user on how to contact SAP support and get issues solved.
Competence Leader - BI at Sabris CZ s.r.o.
We are satisfied with the technical support from SAP because when we reached out, we were able to get very good support from SAP colleagues.
Project Manager at a tech services company with 51-200 employees
I am satisfied with SAP's technical support team; they provide very good support.
BI Lead Consultant at Intercom Enterprises
 

Scalability Issues

Sentiment score
6.9
IBM Cloud Pak for Data is highly rated for scalability, favored by medium and large organizations for its expandable infrastructure.
Sentiment score
7.3
SAP Analytics Cloud is scalable and versatile, supporting large user bases while integrating well with other SAP products.
I have not noticed any downtime or lagging, especially when dealing with large data, so it is relatively very scalable.
Senior Data Analyst at Wipro Limited
IBM Cloud Pak for Data's scalability is very good; it can be used by any size of organization.
Engineer at Turner Construction
SAP Analytics Cloud can be used by a small company, and it can be used by a large corporate.
Competence Leader - BI at Sabris CZ s.r.o.
I would rate its scalability up to nine on a scale of one to ten.
Project Manager at a tech services company with 51-200 employees
 

Stability Issues

Sentiment score
7.8
IBM Cloud Pak for Data is generally stable, rated 7-9, improving over time, despite integration-related challenges.
Sentiment score
7.4
SAP Analytics Cloud is stable and reliable, though minor connectivity and performance issues occur with large datasets and variable updates.
You have a chance to test it on your test tenant in small increments, so it should not break your productive reports and productive environment.
Competence Leader - BI at Sabris CZ s.r.o.
 

Room For Improvement

IBM Cloud Pak for Data needs better performance, integration, user support, deployment options, and more training resources to enhance usability.
SAP Analytics Cloud users seek improved integration, compatibility, visualization, programming support, pricing, analytics, documentation, technical support, and interface design.
Setting up the hybrid and multi-cloud environments is a long job and it takes time.
Senior Data Analyst at Wipro Limited
IBM Cloud Pak for Data can be improved because processing speeds are sometimes slow.
Engineer at Turner Construction
To improve IBM Cloud Pak for Data, I suggest more out-of-the-box integration.
Senior Project Manager at EY
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.
Competence Leader - BI at Sabris CZ s.r.o.
Documentation-wise, we see some gaps when trying to connect different solutions.
Project Manager at a tech services company with 51-200 employees
 

Setup Cost

IBM Cloud Pak for Data offers flexible, competitive pricing, appealing to large enterprises despite high setup costs.
SAP Analytics Cloud is pricey but valuable for SAP integration, requiring careful cost analysis and license management.
The setup cost is very expensive.
Data asset management engineer at a tech services company with 1-10 employees
Regarding my experience with pricing, setup cost, and licensing, for a small organization, the price might be relatively high, but for huge enterprises such as ours, the price is relatively affordable.
Senior Data Analyst at Wipro Limited
The list price is high, but the flexibility in pricing is adequate.
Solution Manager at Intalion
 

Valuable Features

IBM offers powerful AI and data tools enhancing decision-making, connectivity, and cost efficiency through automation and multi-cloud support.
SAP Analytics Cloud is valued for its predictive analytics, integration, user interface, AI features, and cost-effective comprehensive functionalities.
From there, I can work my way into a more granular level, applying all of that information on top of my actual data to understand what my data looks like, where it came from, and where it went wrong, managing it throughout the cycle.
Data asset management engineer at a tech services company with 1-10 employees
The benefits of choosing IBM Cognos, in addition to saving on cost, include having institutional knowledge about maintaining this infrastructure and enough people who have developed on Cognos in the past, which creates comfort in its use.
EDW Manager at a university with 1,001-5,000 employees
We have been able to save approximately 80 percent of our time. We are not doing data analysis manually, so this relieves our data department of dealing with data.
Senior Data Analyst at Wipro Limited
For SuccessFactors and S/4HANA Cloud, there are pre-built reports available which are commonly used by customers.
Project Manager at a tech services company with 51-200 employees
The capabilities of SAP Analytics Cloud that I consider the most valuable are that all three functionalities are in one tool.
Competence Leader - BI at Sabris CZ s.r.o.
 

Categories and Ranking

IBM Cloud Pak for Data
Ranking in Data Integration
16th
Average Rating
8.2
Reviews Sentiment
6.2
Number of Reviews
18
Ranking in other categories
Data Virtualization (3rd)
SAP Business Data Cloud
Ranking in Data Integration
18th
Average Rating
8.0
Reviews Sentiment
7.1
Number of Reviews
72
Ranking in other categories
BI (Business Intelligence) Tools (5th), Cloud Analytics (2nd), Predictive Analytics (3rd), Data Governance (11th), Cloud Data Warehouse (12th)
 

Featured Reviews

ArchanaSingh - PeerSpot reviewer
Senior Data Analyst at Wipro Limited
Collaborative data platform has transformed analytics and now drives faster decisions
The best features IBM Cloud Pak for Data offers include robust data visualization, centralized data analytics, data reliability, and compatibility with hybrid and multi-cloud environments. The compatibility with hybrid and multi-cloud environments has helped our organization as data visualization is very simple. Migrations, reading, analysis, and data management from other sources are performed without problems of requirements. We have a team of experts in IBM Cloud Pak for Data to maintain security and correct data management easily. I find this cloud excellent for visualizing and managing data across networks and also fulfilling fastest data storage, making it less complex and completely improving productivity in my organization. Everything is managed in multiple environments without any problem. IBM Cloud Pak for Data has positively impacted my organization, and I have noticed some improvement since we started using this tool. Configuration with hybrid and multi-cloud environments has been very seamless and easy. It is a robust platform capable of working with multiple data sources where we gain insights to make data-driven decisions easily. It automates data analysis for quick and better performance. We have seen improvements in analysis and data correction from multiple sources. Our productivity in the company is growing, thanks to the data analysis team. We have also seen a robust hybrid and multi-cloud access system working seamlessly. I can share specific outcomes that show how productivity has grown and how performance has improved since the data is automated, and the analysis is done much faster, saving us a lot of time. We have been able to save approximately 80 percent of our time. We are not doing data analysis manually, so this relieves our data department of dealing with data. We have been relieved of a lot of duties, and now we are able to focus on other strategic tasks. Our productivity has greatly increased since we are able to make concrete and data-driven decisions easily.
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.
report
Use our free recommendation engine to learn which Data Integration solutions are best for your needs.
885,311 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
21%
Manufacturing Company
10%
Computer Software Company
7%
University
5%
Manufacturing Company
17%
Financial Services Firm
8%
Retailer
7%
Computer Software Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Large Enterprise15
By reviewers
Company SizeCount
Small Business24
Midsize Enterprise13
Large Enterprise39
 

Questions from the Community

What is your experience regarding pricing and costs for IBM Cloud Pak for Data?
Regarding the price, I know IBM is traditionally relatively expensive in the Hungarian market, but we work together with the local IBM sales team, and on a project basis they manage to negotiate th...
What needs improvement with IBM Cloud Pak for Data?
I think we are happy with IBM Cloud Pak for Data, and there is no specific idea that comes to my mind regarding room for improvement. We are following the progress and the new features, so overall ...
What is your primary use case for IBM Cloud Pak for Data?
I usually recommend IBM Cloud Pak for Data for companies in the financial sector, as we are mostly working with local insurance companies and banks within Hungary where we are located. For IBM Clou...
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 do you like most about SAP Analytics Cloud?
In the data warehouse, you're free to make changes. You can make everything text, meaning it's always a string. Even numbers appear as text, giving you the flexibility to work with all columns.
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.
 

Also Known As

Cloud Pak for Data
SAP Analytics Cloud
 

Overview

 

Sample Customers

Qatar Development Bank, GuideWell, Skanderborg Music Festival
Live Oak Bank
Find out what your peers are saying about Microsoft, Informatica, Qlik and others in Data Integration. Updated: March 2026.
885,311 professionals have used our research since 2012.