SAP Business Data Cloud vs Zoho Analytics comparison

SAP and Zoho are both solutions in the BI (Business Intelligence) Tools category. SAP is ranked #3 with an average rating of 8.0, while Zoho is ranked #8 with an average rating of 8.0. SAP holds a 2.7% mindshare in BIT, compared to Zoho’s 1.3% mindshare. Additionally, 91% of SAP users are willing to recommend the solution, compared to 97% of Zoho users who would recommend it.

SAP Business Data Cloud

Read 88 SAP Business Data Cloud reviews

11,202 Views
6,273 Comparison Views

91% willing to recommend

Zoho Analytics

Read 35 Zoho Analytics reviews

3,859 Views
2,315 Comparison Views

97% willing to recommend

SAP Business Data Cloud

Zoho Analytics

Comparison Buyer's Guide

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Executive SummaryUpdated on Apr 15, 2026

Zoho Analytics and SAP Business Data Cloud are key players in business intelligence and data analytics. Zoho Analytics may have an advantage with its cost-effectiveness and integration capabilities across Zoho products, while SAP Business Data Cloud is notable for real-time data integration within the SAP ecosystem.

Features: Zoho Analytics is valued for its graph generation, SQL functionality for insightful reports, and API connectivity. Zia AI tool supports rapid decision-making. SAP Business Data Cloud integrates well with SAP products, supports predictive analytics and machine learning, and offers strong visualization tools.

Room for Improvement: Zoho Analytics could enhance its graphic options and support larger data scales. Improvements in query language and API integrations are sought. SAP Business Data Cloud could enhance connectivity with non-SAP systems, reduce licensing costs, and improve visualization capabilities.

Ease of Deployment and Customer Service: Both solutions offer deployment across public, private, and hybrid cloud environments. Zoho also provides on-premises options. Zoho’s customer service is mixed, with some praising responsiveness. SAP generally receives positive feedback for fast and effective support.

Pricing and ROI: Zoho Analytics offers competitive pricing, starting at a few dollars per month, making it accessible and providing positive ROI through simplified data analysis. SAP Business Data Cloud, while more expensive, offers comprehensive integration with SAP systems, justifying costs for many users through enhanced productivity and insights.

To learn more, read our detailed SAP Business Data Cloud vs. Zoho Analytics Report (Updated: April 2026).

Buyer's Guide

SAP Business Data Cloud vs. Zoho Analytics

April 2026

Download the complete report

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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:

ROI

Sentiment score

5.4

SAP Business Data Cloud offers quick ROI through enhanced analytics, real-time reporting, and cost-effective process improvements, boosting efficiency.

Sentiment score

4.7

Zoho Analytics boosts decision-making, saves time, enhances sales, and offers great value with real-time data and positive feedback.

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.

reviewer2827314

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.

Nitesh Agrawal

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.

reviewer2834484

Consultant-SAP GRC at a tech consulting company with 201-500 employees

For more quotes and insights, download the SAP Business Data Cloud report

The integration with Zoho People is particularly important because I can access real-time data at any time, including what's happening in the last minute.

Sai Nandan Sambu

Associate Data Analyst at Monocept

After incorporating Zoho Analytics, now all our decisions come from its reviews.

Siddharth Aravind

Pricing Analyst at Transcend

Any time I've integrated customer data using Zoho, I've received great feedback and referrals, and Zoho has gotten me referrals and more customers.

Edwin Nderitu

Zoho Analyst BI Consultant at The Digital Monkeys

For more quotes and insights, download the Zoho Analytics report

Customer Service

Sentiment score

6.0

SAP Business Data Cloud support varies, praised for priority assistance but criticized for delay in regular case handling and first-level response.

Sentiment score

5.4

Zoho Analytics offers generally effective customer service, though response times and solution completeness can vary based on user experiences.

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.

Pavlina Pankova

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.

ShantanuSrivastava

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.

Nitesh Agrawal

Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD

For more quotes and insights, download the SAP Business Data Cloud report

The support team doesn't have full awareness of the system capabilities.

Eslam Abo Elnaga

Senior people and systems analyst at B_labs & Mylo

Zoho support provides assistance through live chat to guide us.

Nadeem Asghar

Senior Zoho Developer at a cloud solution provider with self employed

If you need help with any issue you face, you can directly call them.

Rahul Lomate

Senior Software Engineer at Transasia Bio-Medicals Ltd.

For more quotes and insights, download the Zoho Analytics report

Scalability Issues

Sentiment score

7.2

SAP Business Data Cloud is scalable and flexible, supports large data, and promises improvements despite occasional performance issues.

Sentiment score

6.3

Zoho Analytics is scalable, managing 1,000 to 2 million records, but needs improvements for better large-scale adaptability.

SAP Analytics Cloud can be used by a small company, and it can be used by a large corporate.

Pavlina Pankova

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.

Muhammad Ashar

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.

Nitesh Agrawal

Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD

For more quotes and insights, download the SAP Business Data Cloud report

Zoho Analytics can easily adapt to our needs when they grow, and you don't need much knowledge to adapt it; even basic Excel knowledge is sufficient.

Siddharth Aravind

Pricing Analyst at Transcend

You can utilize URL features to redirect users to their records in Zoho CRM or Zoho Desk with just a click.

Hunbel CH

Lead Software Engineer at Nexo Solutions Ltd

Zoho Analytics is scalable.

Vedhanayagam R

Data Analyst at Mobolution

For more quotes and insights, download the Zoho Analytics report

Stability Issues

Sentiment score

7.5

SAP Business Data Cloud is stable with high availability, but performance issues occur during updates and with large datasets.

Sentiment score

7.2

Zoho Analytics is stable and reliable, with minimal downtime, though some users report challenges with specific features.

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.

Pavlina Pankova

Competence Leader - BI at Sabris CZ s.r.o.

Other than during these quarterly release periods, the availability is excellent.

Muhammad Ashar

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%.

ShantanuSrivastava

Lead Analyst at a tech vendor with 10,001+ employees

For more quotes and insights, download the SAP Business Data Cloud report

A major missing feature compared to Power BI is the ability to create multiple DAX measures or row-level context, which would be useful for showing custom profit and loss statements.

Vedhanayagam R

Data Analyst at Mobolution

The stability and reliability of Zoho Analytics have been good over time.

Hunbel CH

Lead Software Engineer at Nexo Solutions Ltd

The stability and reliability of the product is crucial for optimal performance.

Angel David Pacheco Beltrán

Software Developer at Cloud Lion

For more quotes and insights, download the Zoho Analytics report

Room For Improvement

Enhancements in licensing, integration, training, and support are needed for SAP Business Data Cloud to boost competitiveness and performance.

Zoho Analytics users seek enhanced visual tools, better support, improved AI, connectivity, and pricing, with faster sync times.

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.

Pavlina Pankova

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.

reviewer2827314

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.

Nitesh Agrawal

Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD

For more quotes and insights, download the SAP Business Data Cloud report

The collaborative features of Zoho Analytics have faced one issue: they have tried to reduce the sync time with most Zoho applications, but even with CRM, the sync still takes one hour.

Hunbel CH

Lead Software Engineer at Nexo Solutions Ltd

While Power BI uses Power Query, an intuitive and powerful tool that allows data manipulation in any way, Zoho Analytics has limitations.

Vedhanayagam R

Data Analyst at Mobolution

Having to pay for 25 users when only 11 are needed creates an issue with the pricing structure.

Nadeem Asghar

Senior Zoho Developer at a cloud solution provider with self employed

For more quotes and insights, download the Zoho Analytics report

Setup Cost

SAP Business Data Cloud offers premium pricing with valuable integration and functionality, favored by large enterprises despite additional costs.

Zoho Analytics provides cost-effective pricing with flexible billing, competitive against Tableau and Power BI for budget-conscious enterprises.

Nitesh Agrawal

Director & Co Owner at INFRABEAT TECHNOLOGIES PVT LTD

Frankly, pricing, setup cost, and licensing seem a bit high compared to other hyperscalers.

reviewer2827314

Principal Architect at a tech consulting company with 501-1,000 employees

The pricing for SAP Business Data Cloud is higher compared to alternatives.

Jagan Mohan Reddy Kalavala

SAP BDC Consultant at IBM

For more quotes and insights, download the SAP Business Data Cloud report

The annual subscription cost of Zoho Analytics is equivalent to about half of the monthly cost of tools such as Tableau or Power BI.

Vedhanayagam R

Data Analyst at Mobolution

The pricing for Zoho Analytics is actually cheaper than the competitors for the kind of service they provide.

Sudharsan Nagarajan

Senior Product Analyst at Bureau

For more quotes and insights, download the Zoho Analytics report

Valuable Features

SAP Business Data Cloud streamlines data management, boosts decision-making with machine learning integration, and enhances financial metrics tracking.

Zoho Analytics enhances decision-making with customizable dashboards, AI-driven insights, seamless integration, and user-friendly reporting and visualization tools.

For SuccessFactors and S/4HANA Cloud, there are pre-built reports available which are commonly used by customers.

Bhupesh Akkineni

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.

Ninad Mehta

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.

reviewer2827314

Principal Architect at a tech consulting company with 501-1,000 employees

For more quotes and insights, download the SAP Business Data Cloud report

The AI called Zia in Zoho Analytics is extremely useful. Whenever I build a chart or dashboard, I can generate a summary of insights using this AI tool, which is very convenient for both leadership and manager level teams to understand the data concepts.

Vedhanayagam R

Data Analyst at Mobolution

The best feature is that in the same tool, we can use SQL and business intelligence capabilities.

Sai Nandan Sambu

Associate Data Analyst at Monocept

Regarding integration capabilities, I have found Zoho Analytics' 100+ integrations very effective in consolidating data from various sources.

Sandip Bangar

Business Analyst at a tech consulting company with 51-200 employees

For more quotes and insights, download the Zoho Analytics report

Categories and Ranking

SAP Business Data Cloud

Ranking in BI (Business Intelligence) Tools

3rd

Average Rating

8.0

Reviews Sentiment

6.6

Number of Reviews

Ranking in other categories

Data Integration (10th), Business Performance Management (3rd), Cloud Analytics (2nd), Predictive Analytics (2nd), Data Governance (9th), Cloud Data Warehouse (10th)

Zoho Analytics

Ranking in BI (Business Intelligence) Tools

8th

Average Rating

8.2

Reviews Sentiment

6.1

Number of Reviews

Ranking in other categories

Reporting (5th), Data Visualization (8th), Embedded BI (3rd)

Mindshare comparison

As of May 2026, in the BI (Business Intelligence) Tools category, the mindshare of SAP Business Data Cloud is 2.7%, down from 4.4% compared to the previous year. The mindshare of Zoho Analytics is 1.3%, up from 0.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.

BI (Business Intelligence) Tools Mindshare Distribution
Product	Mindshare (%)
SAP Business Data Cloud	2.7%
Zoho Analytics	1.3%
Other	96.0%

BI (Business Intelligence) Tools

Featured Reviews

Pavlina Pankova

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.

Read full review

Vedhanayagam R

Data Analyst at Mobolution

Has supported trend analysis and forecasting but needs major fixes in customization and reliability

There are some areas where Zoho Analytics needs improvement compared to Power BI. Uploading and interpreting data inside the interface needs enhancement. While Power BI uses Power Query, an intuitive and powerful tool that allows data manipulation in any way, Zoho Analytics has limitations. I usually prepare data in Excel before uploading it to Zoho Analytics. The charts in Zoho Analytics are not as customizable as in Power BI. While all chart types are available, they can only be modified at a basic level, not an advanced level. Though trend analysis features are provided, creating anything out of the box is challenging.

Read full review

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Top Industries

By visitors reading reviews

Manufacturing Company

16%

Financial Services Firm

Construction Company

Retailer

Construction Company

12%

Computer Software Company

Financial Services Firm

Marketing Services Firm

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	27
Midsize Enterprise	19
Large Enterprise	49

By reviewers
Company Size	Count
Small Business	29
Midsize Enterprise	4
Large Enterprise	4

Questions from the Community

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

What is your experience regarding pricing and costs for Zoho Analytics?

Compared to other analytic tools, Zoho Analytics is cost-effective. The annual subscription cost of Zoho Analytics is equivalent to about half of the monthly cost of tools such as Tableau or Power ...

See all answers

What needs improvement with Zoho Analytics?

For our strategic initiatives, the AI functionality is not useful because it cannot provide requirement-specific insights. It only gives an overview of the report. One major issue I face in Zoho An...

See all answers

What is your primary use case for Zoho Analytics?

We are using an HRMS tool, Zoho People. We use automations for our people's convenience. We use automations in Zoho People. For insights regarding Zoho People data, we use Zoho Analytics. In the HR...

See all answers

Comparisons

SAP BusinessObjects Business Intelligence vs SAP Business Data Cloud

Compared 19% of the time

Microsoft Power BI vs SAP Business Data Cloud

Compared 4% of the time

Tableau Enterprise vs SAP Business Data Cloud

Compared 4% of the time

Anaplan vs SAP Business Data Cloud

Compared 4% of the time

More SAP Business Data Cloud Competitors

Tableau Enterprise vs Zoho Analytics

Compared 10% of the time

Microsoft Power BI vs Zoho Analytics

Compared 7% of the time

Oracle Analytics Cloud vs Zoho Analytics

Compared 4% of the time

Oracle OBIEE vs Zoho Analytics

Compared 4% of the time

Apache Superset vs Zoho Analytics

Compared 3% of the time

More Zoho Analytics Competitors

Product Reports

Buyer's Guide

SAP Business Data Cloud

April 2026

Download SAP Business Data Cloud product report

Buyer's Guide

Zoho Analytics

April 2026

Download Zoho Analytics product report

Also Known As

SAP Analytics Cloud, SAP Digital Boardroom, SAP Analytics Hub

Zoho Reports

Overview

SAP Business Data Cloud provides cloud-based predictive analysis, robust visualization, and integrated planning capabilities with seamless SAP integration. It enhances analytics and reporting efficiency with machine learning and AI features.

SAP Business Data Cloud stands out with its user-friendly application design, leveraging TypeScript scripting for flexibility. It enables easy data integration, customizable dashboards, and collaborative planning. Renowned for its seamless connectivity and comprehensive business intelligence offerings, it is designed to support real-time analytics and planning across both on-prem and cloud environments. Improvements are anticipated in visualization features, connectivity, and third-party system integration, with calls for more customizable chart options and real-time reporting capabilities.

What are the most important features of SAP Business Data Cloud?

Cloud-Based Predictive Analysis: Offers advanced forecasting and trend prediction capabilities.
Robust Visualization: Enables dynamic and interactive data visualization tools.
Integrated Planning: Provides tools for strategic planning and collaboration.
Flexibility with TypeScript: Allows customization and tailored application design.
Seamless Integration: Easily integrates with other SAP products and additional data sources.
AI and Machine Learning: Enhances analytics and reporting efficiency.

What benefits or ROI should users look for in SAP Business Data Cloud?

User-Friendly Interface: Simplifies data integration and application design.
Comprehensive Business Intelligence: Supports strategic decision-making processes.
Real-Time Analytics: Provides timely insights and enhances planning processes.
Collaborative Planning: Facilitates teamwork and strategic alignment.
Cost-Effective Solution: Offers value through efficient and diverse capabilities.

SAP Business Data Cloud serves industries by powering cloud-based reporting, analytics, financial planning, and executive dashboards. Companies utilize it to integrate SAP and non-SAP data sources for insights and forecasts. It is applied in constructing dashboards, boardroom presentations, budgeting, and predictive analytics, supporting versatile use cases across multiple sectors.

SAP

Zoho Analytics provides a robust platform for data visualization and analysis, integrating seamlessly with Zoho applications and external APIs to facilitate efficient data management and reporting.

Zoho Analytics stands out with its intuitive web-based interface that simplifies creating graphs, pivot tables, and interactive dashboards. It empowers businesses with powerful AI features like Zia, supporting over 100 data connectors for comprehensive analytics. The platform enhances decision-making through predictive analysis and automation, promoting efficient teamwork and data management. While it excels in many areas, users note some limitations in data visualization and report customization, complexity in query language, and the need for better support and improved external data connectivity. Enhancements in these areas could further elevate its functionality and user satisfaction.

What features set Zoho Analytics apart?

Intuitive Graphs: Simplifies creation with a user-friendly web-based interface.
AI Features: Zia provides insights and predictive analysis.
Data Connectors: Over 100 connectors facilitate data integration.
Dashboards: Interactive designs allow customizable visualizations.
Automation: Saves time by streamlining report creation processes.

What benefits and ROI should users expect?

Efficient Data Management: Streamlines integration from multiple sources.
Enhanced Decision-Making: Predictive analytics supports strategic planning.
Time Savings: Automates complex reporting tasks, boosting productivity.

In financial, sales, and CRM analytics, Zoho Analytics is utilized for process improvement by consolidating data from sources like Zoho CRM, People, and SalesIQ. It aids organizations in forecasting, monitoring trends, optimizing operations, and analyzing HR data. Companies benefit from its ability to present real-time reports and visualizations, supporting informed business activities.

Zoho

Sample Customers

Live Oak Bank

Suzuki, American Pacific Mortgage, KPMG, Air Canada, University of Michigan, BricozOr, WorldWide Express, The University of Melbourne, Novartis, SAIC

Buyer's Guide

SAP Business Data Cloud vs. Zoho Analytics

April 2026

Free Report: SAP Business Data Cloud vs. Zoho Analytics

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