DataRobot vs SAP Analytics Cloud comparison

DataRobot and SAP are both solutions in the Predictive Analytics category. DataRobot is ranked #5 with an average rating of 8.7, while SAP is ranked #2 with an average rating of 7.9. DataRobot holds a 8.1% mindshare in PA, compared to SAP’s 12.7% mindshare. Additionally, 100% of DataRobot users are willing to recommend the solution, compared to 92% of SAP users who would recommend it.

DataRobot

Read 5 DataRobot reviews

1,829 Views
530 Comparison Views

100% willing to recommend

SAP Analytics Cloud

Read 71 SAP Analytics Cloud reviews

6,149 Views
676 Comparison Views

92% willing to recommend

DataRobot

SAP Analytics Cloud

Comparison Buyer's Guide

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Executive SummaryUpdated on Apr 6, 2025

DataRobot and SAP Analytics Cloud compete in analytics and data-driven decision-making. DataRobot excels with ease of use and pricing, offering robust predictive modeling. SAP Analytics Cloud stands out for comprehensive features, making it a strong choice for integrated solutions.

Features: DataRobot offers automated machine learning, facilitating model creation for non-technical users. It integrates robust MLOps, simplifies feature engineering, and enables rapid deployment. SAP Analytics Cloud provides strong planning and business intelligence capabilities, enhanced by augmented analytics and simplified application design. Its user-friendly, drag-and-drop interface supports creating reports without coding.

Room for Improvement: DataRobot could improve by expanding advanced customization options for data analytics and enhancing integration with third-party software. More comprehensive data visualization tools would also be beneficial. SAP Analytics Cloud could benefit from lower initial costs, reduce complexity in feature use, making some features more accessible, and improve real-time data processing capabilities for larger datasets.

Ease of Deployment and Customer Service: DataRobot is easy to deploy with strong support, fostering speedy setup. Its GUI simplifies analytics use. SAP Analytics Cloud's deployment requires more effort due to its breadth, but is supported by SAP's extensive customer service. Both offer valuable deployment experiences based on user needs.

Pricing and ROI: DataRobot is competitively priced, accelerating ROI through faster model development and deployment. It provides good value for quick deployment needs. SAP Analytics Cloud may involve a higher initial cost but is seen as delivering long-term ROI with its comprehensive analytics capacity. Both pricing models provide advantages depending on business goals.

To learn more, read our detailed DataRobot vs. SAP Analytics Cloud Report (Updated: September 2025).

Buyer's Guide

DataRobot vs. SAP Analytics Cloud

September 2025

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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

DataRobot

Ranking in Predictive Analytics

5th

Average Rating

8.6

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

AI Development Platforms (14th), AIOps (16th)

SAP Analytics Cloud

Ranking in Predictive Analytics

2nd

Average Rating

8.0

Reviews Sentiment

7.3

Number of Reviews

Ranking in other categories

BI (Business Intelligence) Tools (4th)

Mindshare comparison

As of October 2025, in the Predictive Analytics category, the mindshare of DataRobot is 8.1%, up from 7.8% compared to the previous year. The mindshare of SAP Analytics Cloud is 12.7%, down from 13.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Predictive Analytics Market Share Distribution
Product	Market Share (%)
SAP Analytics Cloud	12.7%
DataRobot	8.1%
Other	79.2%

Predictive Analytics

Featured Reviews

SagarYadav

Staff Specialist Data Scientist at BMC Software, Inc.

Automating model comparison speeds up development and reduces timelines

DataRobot is equipped with a GUI-based approach that simplifies the process of feature engineering and model training. It provides AutoML capabilities, which allow for comparing thousands of models and selecting the best-suited one based on business requirements. By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month.

Read full review

RamasamyTelungupalayam

Product Manager - ERP Analytics and BI at Haleon

Seamless integration, collaborative features, and enhances data exploration

There are several areas for improvement in SAP Analytics Cloud. Firstly, features available in SAP Lumira are missing in SAP Analytics Cloud. Secondly, the predictive analytics functions, although promising, are currently only suitable for Proof of Concepts (POCs) and not for industrial-scale use. Lastly, the pricing model for the planning functionality is quite high and presents an entry barrier.

Read full review

Quotes from Members

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

Pros

"DataRobot can be easy to use."

"DataRobot is highly automated, allowing data scientists to build models easily."

"It's easy to do MLOps operations. It's a lot easier to manage jobs and see the logs if there's any drift in a model."

"By automating highly technical aspects like model comparison, DataRobot enhances productivity and reduces project timelines from three months to less than one month."

"We especially like the initial part of feature engineering, because feature engineering is included in most engines, but DataRobot has an excellent way of picking up the right features."

"One of the most outstanding features is being able to use the dashboard with a touch screen."

"What my customers like best about SAP Analytics Cloud is the dashboard because it's pretty good."

"Real-time data makes for a single version of the truth."

"The most useful feature of SAP Analytics Cloud is planning because it helps users with making predictions and forecasts. Clients can forecast, make data allocations, and other actions. The solution is useful for planning."

"The ability to collaborate and plan together is great."

"The most valuable features are the analytical application and the user story."

"The tool's most valuable features are the BI and planning functionalities. I value being able to integrate smart planning with BI for analysis. The solution is user-friendly."

"It's so user-friendly."

More SAP Analytics Cloud pros

Cons

"Generative AI has taken pace, and I would like to see how DataRobot assists in doing generative AI and large language models."

"There are some performance issues."

"If we could include our existing Python or R code in DataRobot, we could make it even better. The DataRobot that we have is specific to an industry, but most of the time we would have our own algorithms, which are specific to our own use case. If we had a way by which we could integrate our proprietary things into DataRobot with a simple integration, it would help us a lot."

"The business departments will love to work with DataRobot because they use the tool to investigate their data, such as targeting what they want to investigate. They don't need any data scientists near them. They can investigate at eye level and bring into the BI tool, or can bring it to the data scientist. Data scientists can use this tool to bring increase the solution to the maximum. All the others can use it, but not to the maximum."

"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."

"It seems like there's a problem with the tool's licenses. If there are a lot of users, like 200, who only use the solution once a year, paying for a full-year license for each user is expensive. There's no option for users who only use the solution occasionally."

"The product could improve by enhancing connectivity issues and speeding up response times for support queries."

"They need more support for more languages, Python for example."

"Connection and integration with other applications have a lot of restrictions at the moment."

"I would like to see improved support for third-party systems, lower cost of acquisition, and better graphics and interface design."

"Custom visuals is another area of improvement. There are also some mobile features that are missing. There are features that aren't available on the mobile."

"It still lacks a lot of functionalities as compared to other tools such as Power BI or Tableau. Sorting is not working as well as it works in Tableau. A lot of other things are also not at the same level. Their technical support is not perfect and could be better. It takes a lot of time to have lacking functionalities implemented. Its integration with the BW backend should be better. Both solutions are from the same vendor. They position SAP Analytics Cloud as a reporting tool on top of the BW environment, but the integration between both is not yet 100%. For example, user management is still not synchronized."

"Its integration or connectivity with non-SAP systems, big data, and social media, such as YouTube, LinkedIn, et cetera, can be improved. This is where SAP has limited features as compared to other solutions."

More SAP Analytics Cloud cons

Pricing and Cost Advice

"We dropped the plan to use DataRobot, because we found the pricing to be on the higher sise. We liked DataRobot a lot, but due to the pricing, we dropped that idea."

"The price of DataRobot is good because if you take the price of the solution which is approximately $65,000, it is less than a data scientist. There are very few data scientists available."

"Its price is slightly on the higher side."

"SAP pricing tends to be premium, so it is slightly higher."

"SAP Analytics Cloud is a bit higher [in price]. Because, if Microsoft can afford a better product and lower cost, SAP can afford at least the same, or even lower."

"This solution is pricey."

"I don't have the exact price for SAP Analytics Cloud, but it could be improved and made cheaper, especially when compared to Power BI."

"The product is expensive."

"Its pricing is okay as compared to its competitors."

"SAP Analytics can be very costly to license, which can make it difficult for organizations to implement."

More SAP Analytics Cloud pricing and cost advice

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Top Industries

By visitors reading reviews

Financial Services Firm

14%

Manufacturing Company

11%

Computer Software Company

10%

Retailer

Manufacturing Company

18%

Computer Software Company

Financial Services Firm

Retailer

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	23
Midsize Enterprise	13
Large Enterprise	39

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.

See all answers

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...

See all answers

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...

See all answers

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 ...

See all answers

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.

See all answers

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.

See all answers

Comparisons

Amazon SageMaker vs DataRobot

Compared 35% of the time

Alteryx vs DataRobot

Compared 9% of the time

Microsoft Azure Machine Learning Studio vs DataRobot

Compared 8% of the time

IBM Watson Machine Learning vs DataRobot

Compared 8% of the time

SAS Predictive Analytics vs DataRobot

Compared 4% of the time

More DataRobot Competitors

SAP BusinessObjects Business Intelligence Platform vs SAP Analytics Cloud

Compared 21% of the time

Tableau Enterprise vs SAP Analytics Cloud

Compared 15% of the time

Anaplan vs SAP Analytics Cloud

Compared 11% of the time

Microsoft Power BI vs SAP Analytics Cloud

Compared 11% of the time

IBM Planning Analytics vs SAP Analytics Cloud

Compared 11% of the time

More SAP Analytics Cloud Competitors

Product Reports

Buyer's Guide

Predictive Analytics

September 2025

Download DataRobot product report

Buyer's Guide

SAP Analytics Cloud

September 2025

Download SAP Analytics Cloud product report

Also Known As

No data available

SAP BusinessObjects Cloud

Overview

DataRobot captures the knowledge, experience and best practices of the world’s leading data scientists, delivering unmatched levels of automation and ease-of-use for machine learning initiatives. DataRobot enables users to build and deploy highly accurate machine learning models in a fraction of the time.

DataRobot

SAP Analytics Cloud is an all-in-one Software-as-a-Service business intelligence tool that provides the key functionalities of an analytics tool to SAP business users. This tool is built on HANA Business Intelligence (BI) platform, providing analytics from data collected from multiple sources, such as ERP, Microsoft SQL, and Salesforce, among other solutions.

You can use SAP Analytics Cloud to compile data and perform ad-hoc reporting and analysis for predictive planning. SAP Analytics Cloud collects and analyzes the raw data from transactional systems into intelligent insights that allow you to make better decisions.

SAP Analytics Cloud uses machine learning to clean up data, identify errors, and issues, and suggest optimization or filtering options. You can use the modeling feature in Analytics Cloud to create hierarchies and get deeper data insights.

The three core functions of SAP Analytics Cloud consist of Planning, Predictive Analysis, and Business Intelligence as a holistic SaaS solution that offers real-time analysis to business leaders.

SAP Analytics Cloud Capabilities

Data discovery
Machine learning
Integrated financial and business planning
Predictive analysis
Automated data cleansing
Custom widgets
Mobile extension
Role-based customization
Data exploration and visualization

SAP Analytics Cloud Key Features

Augmented analytics: SAP Analytics Cloud allows organizations to make the most of AI (Artificial Intelligence)-powered analytics through augmented analytics. It includes a Search to Insight feature that enables users not skilled or experienced in data science to access and use the platform.

These smart insight tools allow organizations to visualize business data without manual intervention. By combining multiple machine learning algorithms, SAP Analytics Cloud automates predictive analysis so that organizations can have significant insight into secured data.

Enterprise planning: As SAP Analytics Cloud is an all-in-one financial planning and analysis solution, organizations can use it to align strategies across all departments. It allows end-to-end, data-driven planning decisions via financial modeling, allocations, smart insights, and automated reporting.

The Zero-based budgeting feature allows for an effective resources allocation with built-in collaboration tools. The finance team can collaborate easily, create budget templates and make accurate decisions.

SAP Analytics Cloud Benefits

Real-time cloud insights: SAP Analytics Cloud makes it easy for users at every level to generate instant insights and improve data-driven decision-making. With SAP Analytics Cloud, you can have immediate and central access to all figures, diagrams, insights, and evaluations for every employee on every device and updated in real time.
Customizable dashboard: You can customize your dashboard according to your requirements. This customization means you can easily access all the relevant data on a single pane of vision tailored to your business.
Collaborative planning: As an all-in-one platform, SAP Analytics Cloud integrates the multiple aspects of a business into a single solution, including finance, HR, sales, and supply chain management.
Data on any device: You can integrate SAP Analytics Cloud with SAP S/4 HANA and deploy insights to Android and iOS devices. The SAP S/4 HANA integration also enables the rolling out of changes to multiple files and devices from a central location, so you can carry your business operations on the go over a secured cloud network.
In-memory technology: Since it is based on SAP HANA in-memory technology, SAP Analytics Cloud can process massive amounts of data in a short time.

Reviews from Real Users

Segun O., SAP HANA Developer at SOA PEOPLE, says that "The most valuable features are on the application side, where you can design applications into your analytics on the platform."

The Head of Finance Enterprise Application at a computer software company adds that "The visualization feature is the most valuable. SAP Analytics Cloud is also very easy to use."

"Its many features make it the best in the market," sums up a Consultor SAP Business Object, Sap Analytics Cloud at a tech services company.

SAP

Sample Customers

Harmoney, Zidisha, ONE Marketing, DonorBureau, Trupanion, Avant

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Buyer's Guide

DataRobot vs. SAP Analytics Cloud

September 2025

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