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

Databricks 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:
 

ROI

Sentiment score
6.5
Databricks reduces costs and boosts efficiency, yet some users struggle to realize financial gains despite improved productivity.
Sentiment score
5.4
SAP Business Data Cloud boosts ROI through improved analytics, automation, efficiency, and integration across various industries in three years.
This reduction in both time and money resulted in real-time impact and significant cost savings.
Consultant at Nice Software Solutions
For a lot of different tasks, including machine learning, it is a nice solution.
Senior Data Engineer at a logistics company with 51-200 employees
When it comes to big data processing, I prefer Databricks over other solutions.
Head CEO at bizmetric
We have saved a lot on the number of employees, and implementation time for the projects has reduced significantly since we started using the standard features of SAP Business Data Cloud.
Principal Architect at a tech consulting company with 501-1,000 employees
Once the content is available, then it is a faster go-live with lesser cost in implementation, and that would give an ROI.
Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD
There is a return on investment with SAP Business Data Cloud, as it saves money because it performs results quickly and easily, facilitating integrations and speeding up operations compared to other analytics tools, thereby saving time and money.
Consultant-SAP GRC at a tech consulting company with 201-500 employees
 

Customer Service

Sentiment score
6.9
Databricks support is professional and responsive, with users appreciating efficient issue resolution and effective assistance despite occasional delays.
Sentiment score
6.0
SAP Business Data Cloud's customer support is generally well-received, but some users encounter delays and desire quicker resolutions.
Whenever we reach out, they respond promptly.
Senior Data Engineer at a logistics company with 51-200 employees
As of now, we are raising issues and they are providing solutions without any problems.
Data Platform Architect at KELLANOVA
I rate the technical support as fine because they have levels of technical support available, especially partners who get really good support from Databricks on new features.
Data Engineer at CRAFT Tech
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.
For example, when I provide a set of instructions, they often simply ask me to implement those steps without checking whether they are applicable.
Lead Analyst at a tech vendor with 10,001+ employees
In SAP's policy, for the first couple of years, the product team is also part of the support team.
Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD
 

Scalability Issues

Sentiment score
7.4
Databricks is praised for scalable, cost-effective cloud compatibility, efficient data handling, and seamless integration with Azure and AWS.
Sentiment score
7.2
SAP Business Data Cloud offers scalable, cloud-based solutions for enterprises of all sizes, enhancing performance and accommodating growth.
The sky's the limit with Databricks.
Governance And Engagement Lead
The patches have sometimes caused issues leading to our jobs being paused for about six hours.
Senior Data Engineer at a logistics company with 51-200 employees
Databricks is an easily scalable platform.
Data Platform Architect at KELLANOVA
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.
Since SAP has consolidated everything on one platform, there is ample room to expand as much as needed.
Sap Data & Analytics Consultant at Dezert Innovation Technology Company
There are no limitations in terms of scale, so it fits both SMB customers and enterprise customers.
Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD
 

Stability Issues

Sentiment score
7.6
Databricks is generally stable and reliable, with occasional glitches, handling large data sets effectively according to users.
Sentiment score
7.5
SAP Business Data Cloud is stable and secure, though improvements needed in connectivity and performance during peak times.
They release patches that sometimes break our code.
Senior Data Engineer at a logistics company with 51-200 employees
Although it is too early to definitively state the platform's stability, we have not encountered any issues so far.
Data Platform Architect at KELLANOVA
Databricks is definitely a very stable product and reliable.
Data Engineer at a tech vendor with 1,001-5,000 employees
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.
Other than during these quarterly release periods, the availability is excellent.
Sap Data & Analytics Consultant at Dezert Innovation Technology Company
In a typical quarter, the availability has been over 99%; in a few cases, it dropped to around 98.5%.
Lead Analyst at a tech vendor with 10,001+ employees
 

Room For Improvement

Databricks requires better visualization, integration, pricing, user experience, scalability, and documentation to enhance functionality and user adaptation.
SAP Business Data Cloud needs cost reduction, enhanced features, better integration, training resources, and improved ease of use.
Adjusting features like worker nodes and node utilization during cluster creation could mitigate these failures.
Data Engineer at a engineering company with 1,001-5,000 employees
We prefer using a small to mid-sized cluster for many jobs to keep costs low, but this sometimes doesn't support our operations properly.
Senior Data Engineer at a logistics company with 51-200 employees
We use MLflow for managing MLOps, however, further improvement would be beneficial, especially for large language models and related tools.
Solution Architect at Mercedes-Benz AG
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.
If SAP can come up with innovative options to reduce licensing costs, many customers would incline toward SAP Business Data Cloud.
Principal Architect at a tech consulting company with 501-1,000 employees
If I compare the cost with SAP competitors, I find that when creating an enterprise data lake, if I don't use SAP Business Data Cloud and make it directly in the hyperscalers, it is pretty much cheaper than doing the same in SAP Business Data Cloud.
Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD
 

Setup Cost

Databricks offers competitive, flexible pay-per-use pricing, but costs vary by usage, often higher than open-source alternatives.
SAP Business Data Cloud offers comprehensive features but may be costly for small businesses, better suited for large enterprises.
It is not a cheap solution.
Data Platform Architect at KELLANOVA
I believe that in terms of credits for Databricks, we're spending between £15,000 and £20,000 a month.
Governance And Engagement Lead
If I compare the cost with SAP competitors, I find that when creating an enterprise data lake, if I don't use SAP Business Data Cloud and make it directly in the hyperscalers, it is pretty much cheaper than doing the same in SAP Business Data Cloud.
Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD
Frankly, pricing, setup cost, and licensing seem a bit high compared to other hyperscalers.
Principal Architect at a tech consulting company with 501-1,000 employees
The pricing for SAP Business Data Cloud is higher compared to alternatives.
SAP BDC Consultant at IBM
 

Valuable Features

Databricks offers scalable analytics with powerful machine learning, seamless cloud integration, and efficient data governance for rapid data processing.
SAP Business Data Cloud excels in seamless integration, unique data sharing, and AI-enhanced analytics for efficient, scalable decision-making.
Databricks' capability to process data in parallel enhances data processing speed.
Data Engineer at a engineering company with 1,001-5,000 employees
The platform allows us to leverage cloud advantages effectively, enhancing our AI and ML projects.
Data Platform Architect at KELLANOVA
The Unity Catalog is for data governance, and the Delta Lake is to build the lakehouse.
Data Engineer at CRAFT Tech
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
SAP Business Data Cloud has positively impacted my organization by federating SAP data, which is now available for all to use.
Associate director, SAP technical at a outsourcing company with 1,001-5,000 employees
The main standout feature is BDC Connect, as it is very useful for sharing data without replicating to third-party tools such as Enterprise Databricks, Snowflake or even in the near future, Google BigQuery as well as Microsoft Fabric.
Principal Architect at a tech consulting company with 501-1,000 employees
 

Categories and Ranking

Databricks
Ranking in Cloud Data Warehouse
4th
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
93
Ranking in other categories
Data Science Platforms (1st), Data Management Platforms (DMP) (5th), Streaming Analytics (1st)
SAP Business Data Cloud
Ranking in Cloud Data Warehouse
10th
Average Rating
8.0
Reviews Sentiment
6.6
Number of Reviews
88
Ranking in other categories
Data Integration (10th), BI (Business Intelligence) Tools (3rd), Business Performance Management (3rd), Cloud Analytics (2nd), Predictive Analytics (2nd), Data Governance (9th)
 

Mindshare comparison

As of May 2026, in the Cloud Data Warehouse category, the mindshare of Databricks is 10.2%, up from 9.0% compared to the previous year. The mindshare of SAP Business Data Cloud is 2.8%, up from 0.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Cloud Data Warehouse Mindshare Distribution
ProductMindshare (%)
Databricks10.2%
SAP Business Data Cloud2.8%
Other87.0%
Cloud Data Warehouse
 

Featured Reviews

SimonRobinson - PeerSpot reviewer
Governance And Engagement Lead
Improved data governance has enabled sensitive data tracking but cost management still needs work
I believe we could improve Databricks integration with cloud service providers. The impact of our current integration has not been particularly good, and it's becoming very expensive for us. The inefficiencies in our implementation, such as not shutting down warehouses when they're not in use or reserving the right number of credits, have led to increased costs. We made several beginner mistakes, such as not taking advantage of incremental loading and running overly complicated queries all the time. We should be using ETL tools to help us instead of doing it directly in Databricks. We need more experienced professionals to manage Databricks effectively, as it's not as forgiving as other platforms such as Snowflake. I think introducing customer repositories would facilitate easier implementation with Databricks.
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 Cloud Data Warehouse solutions are best for your needs.
893,244 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
18%
Manufacturing Company
9%
Computer Software Company
7%
Healthcare Company
5%
Manufacturing Company
16%
Financial Services Firm
9%
Construction Company
6%
Retailer
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business27
Midsize Enterprise12
Large Enterprise56
By reviewers
Company SizeCount
Small Business27
Midsize Enterprise19
Large Enterprise49
 

Questions from the Community

Which do you prefer - Databricks or Azure Machine Learning Studio?
Databricks gives you the option of working with several different languages, such as SQL, R, Scala, Apache Spark, or Python. It offers many different cluster choices and excellent integration with ...
How would you compare Databricks vs Amazon SageMaker?
We researched AWS SageMaker, but in the end, we chose Databricks. Databricks is a Unified Analytics Platform designed to accelerate innovation projects. It is based on Spark so it is very fast. It...
Which would you choose - Databricks or Azure Stream Analytics?
Databricks is an easy-to-set-up and versatile tool for data management, analysis, and business analytics. For analytics teams that have to interpret data to further the business goals of their orga...
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

Databricks Unified Analytics, Databricks Unified Analytics Platform, Redash
SAP Analytics Cloud, SAP Digital Boardroom, SAP Analytics Hub
 

Overview

 

Sample Customers

Elsevier, MyFitnessPal, Sharethrough, Automatic Labs, Celtra, Radius Intelligence, Yesware
Live Oak Bank
Find out what your peers are saying about Databricks vs. SAP Business Data Cloud and other solutions. Updated: April 2026.
893,244 professionals have used our research since 2012.