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DataRobot vs SAP Analytics Cloud comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Apr 6, 2025

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
9.0
DataRobot enhanced prediction accuracy, reduced analysis time, simplified processes, and improved efficiency, leading to better decisions and cost savings.
Sentiment score
7.1
SAP Analytics Cloud boosts ROI within three years, improves processes, speeds decision-making, and enhances efficiency across industries.
On average, we're saving about 10 to 15 hours per project.
 

Customer Service

Sentiment score
7.5
DataRobot excels in customer service and scalability, but could improve response speed and documentation for large datasets.
Sentiment score
6.1
SAP Analytics Cloud's customer service is responsive and knowledgeable but needs faster resolutions and improved technical support access.
They answer all my questions and share guidance on using DataRobot scripts if certain functionalities are not available in the UI.
Being cloud-hosted enables automatic resource scaling, which supports collaboration across teams.
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.
I am satisfied with SAP's technical support team; they provide very good support.
 

Scalability Issues

Sentiment score
4.6
DataRobot is scalable, integrates easily, automates processes, supports multiple models, and handles large data volumes efficiently.
Sentiment score
7.3
SAP Analytics Cloud offers strong scalability and seamless integration, supporting diverse enterprises, though limited by data volume and licenses.
I would rate its scalability up to nine on a scale of one to ten.
 

Stability Issues

Sentiment score
7.7
DataRobot is praised for stability and reliability, with enhancements improving user satisfaction across diverse analytics scenarios.
Sentiment score
7.4
SAP Analytics Cloud is stable and reliable, but faces occasional connectivity and large dataset memory challenges.
 

Room For Improvement

DataRobot faces customization, integration, and performance challenges; improved AI support, transparency, and community engagement are needed.
SAP Analytics Cloud needs better integration, visualization, real-time updates, flexible pricing, and enhanced AI capabilities for improved user experience.
DataRobot is a UI-based tool, which means it cannot provide all the features I might manually implement through notebooks or Python.
There is a lack of transparency in the models; sometimes it feels like a black box.
Documentation-wise, we see some gaps when trying to connect different solutions.
 

Setup Cost

<p>DataRobot provides scalable, cost-effective AI solutions with flexible pricing tailored to enterprise needs and usage volume.</p>
SAP Analytics Cloud has higher pricing, but offers comprehensive features and integration, viewed as costly yet valuable by some.
The setup cost was minimal because it's cloud-hosted, eliminating the need for heavy on-premises infrastructure, allowing us to start using it immediately after purchase.
 

Valuable Features

DataRobot automates feature engineering and model testing, enhancing productivity and decision-making with user-friendly, scalable integration.
SAP Analytics Cloud offers integration, user-friendly features, real-time analytics, and planning, supporting diverse business needs with scalability.
DataRobot has positively impacted our organization in many ways. First, it has improved efficiency; tasks such as model testing, feature engineering, and predictions that used to take us days or weeks can now be accomplished in hours.
By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month.
For SuccessFactors and S/4HANA Cloud, there are pre-built reports available which are commonly used by customers.
 

Categories and Ranking

DataRobot
Ranking in Predictive Analytics
5th
Average Rating
8.2
Reviews Sentiment
7.0
Number of Reviews
6
Ranking in other categories
AI Development Platforms (13th), AIOps (15th)
SAP Analytics Cloud
Ranking in Predictive Analytics
2nd
Average Rating
8.0
Reviews Sentiment
7.3
Number of Reviews
71
Ranking in other categories
BI (Business Intelligence) Tools (5th)
 

Mindshare comparison

As of November 2025, in the Predictive Analytics category, the mindshare of DataRobot is 7.7%, up from 7.6% compared to the previous year. The mindshare of SAP Analytics Cloud is 11.9%, down from 14.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Predictive Analytics Market Share Distribution
ProductMarket Share (%)
SAP Analytics Cloud11.9%
DataRobot7.7%
Other80.4%
Predictive Analytics
 

Featured Reviews

Naqash Ahmed - PeerSpot reviewer
Automation has improved efficiency and decision-making while big data handling and transparency still need work
Aside from the many advantages of DataRobot, I believe there are areas that could be improved based on my experience. There is a lack of transparency in the models; sometimes it feels like a black box. For example, when I uploaded a large data set of about two gigabytes for processing, the time taken was slower than expected. Additionally, the handling of bigger data sets could be better, as it performs extremely well with smaller datasets but can lag with larger ones. The integration with some other tools used in our organization can also be challenging, and more flexibility for custom pre-processing and advanced model tuning would be beneficial. In terms of support and documentation, I believe improvements are needed. For instance, the response time from DataRobot could be quicker, which would be appreciated when we need assistance. The documentation is generally sufficient, but it can be lengthy and could use more real-world examples and step-by-step tutorials for better clarity. Lastly, creating a client community where users can share experiences and solutions might enhance the overall value and learning curve.
Bhupesh Akkineni - PeerSpot reviewer
Pre-built reports facilitate data unification but documentation issues hinder complete integration
In SAP Analytics Cloud, there is a functionality called the best practice reports. SAP provides pre-built reports for certain functions and certain modules. For example, for SuccessFactors and S/4HANA Cloud, there are pre-built reports available which are commonly used by customers. This functionality is very useful, as once connectivity is done, it allows users to easily populate data and generate reports from the system out-of-the-box.
report
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873,085 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Financial Services Firm
14%
Manufacturing Company
11%
Computer Software Company
11%
Retailer
9%
Manufacturing Company
18%
Computer Software Company
9%
Financial Services Firm
8%
Retailer
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business23
Midsize Enterprise13
Large Enterprise39
 

Questions from the Community

What needs improvement with DataRobot?
DataRobot is a UI-based tool, which means it cannot provide all the features I might manually implement through notebooks or Python. In this aspect, I see room for improvement in its functionality.
What is your primary use case for DataRobot?
In our day-to-day use, I utilize DataRobot to speed up our development process through its GUI capability. Once I set up our connection with a back-end data set, whatever the project I work on next...
What advice do you have for others considering DataRobot?
I would recommend DataRobot because if there is something not included in the UI, I have the freedom to use its Python API, which extends the capability for different use cases. Additionally, I wou...
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

No data available
SAP BusinessObjects Cloud
 

Overview

 

Sample Customers

Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant
Live Oak Bank
Find out what your peers are saying about DataRobot vs. SAP Analytics Cloud and other solutions. Updated: September 2025.
873,085 professionals have used our research since 2012.