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

CloverETL vs Zoho Analytics comparison

Why PeerSpot?
 

Comparison Buyer's Guide

Executive SummaryUpdated on Jan 1, 2025

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

CloverETL
Ranking in Data Visualization
34th
Average Rating
7.0
Reviews Sentiment
6.8
Number of Reviews
2
Ranking in other categories
Data Integration (62nd)
Zoho Analytics
Ranking in Data Visualization
10th
Average Rating
8.4
Reviews Sentiment
6.1
Number of Reviews
34
Ranking in other categories
BI (Business Intelligence) Tools (9th), Reporting (5th), Embedded BI (3rd)
 

Mindshare comparison

As of October 2026, in the Data Visualization category, the mindshare of CloverETL is 0.9%, up from 0.4% compared to the previous year. The mindshare of Zoho Analytics is 2.3%, up from 1.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Visualization Mindshare Distribution
ProductMindshare (%)
Zoho Analytics2.3%
CloverETL0.9%
Other96.8%
Data Visualization
 

Featured Reviews

it_user856614 - PeerSpot reviewer
Lead Programmer at a healthcare company with 10,001+ employees
Very easy to schedule jobs and monitor them, however we run out heap space even with a high allocation
Flexibility: We can bring in data from multiple sources, e.g., databases, text files, JSON, email, XML, etc. This has been very helpful Connectivity to various data sources: The ability to extract data from different data sources gives greater flexibility. Server features for scheduler: It is…
Sai Nandan Sambu - PeerSpot reviewer
Associate Data Analyst at Monocept
Has improved HR insights through seamless data integration and real-time reporting
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 Analytics is related to pivot tables. When using two text fields, such as client and project, with numerical data, sorting becomes impossible. However, with one text field and multiple numerical data fields, sorting works properly. I have escalated several cases for Zoho Analytics. In one instance, we needed a specific chart type that wasn't available in Zoho Analytics, unlike Power BI where new charts can be added. After multiple escalations, they provided a feature to add charts using JavaScript. Additionally, we have escalated the pivot table sorting issue multiple times, but it remains unresolved.

Quotes from Members

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

Pros

"Key features include wealth of pre-defined components; all components are customizable; descriptive logging, especially for error messages."
"Connectivity to various data sources: The ability to extract data from different data sources gives greater flexibility."
"Server features for scheduler: It is very easy to schedule jobs and monitor them. The interface is easy to use."
"No dependence on native language and ease of use.​​"
"We switched to CloverETL because of its flexibility to connect to various data sources and no dependence on native language and ease of use."
"Familiar, intuitive GUI coming from a Java development background, in-depth, descriptive, and well-laid-out documentation, responsive support through forums directly from Clover staff, a wealth of customizable pre-defined components, descriptive logging for error messages, and ease of install with a light footprint make it very effective to use."
"The initial setup is straightforward."
"We use the solution for financial and sales analytics. It brings data from our IT incident management tool. Hence, we have three business use cases for IT support, sales and financials."
"We are a hotel chain, there are seven hotels all over the country and Zoho Reports lets us collect important information without traveling or sending big e-mails."
"It's a very strong analytics tool."
"Personally, I am completely satisfied with Zoho Analytics and it is definitely a product I recommend."
"The data source is the most valuable feature as it can perform any function."
"Scheduling of reports and dashboards is the most valuable feature of Zoho Analytics."
"The integration interface is very easy to use and allows you to directly connect to a variety of APIs."
 

Cons

"Its documentation could be improved.​"
"Needs easier automated failure recovery, more and more intuitive auto-generated or filled-in code for components, and easier or more automated sync between CloverETL Designer and CloverETL Server."
"​Resource management: We typically run out of heap space, and even the allocation of high heap space does not seem to be enough.​"
"There is a limitation that we cannot create more than 300 columns in a worksheet on Zoho Analytics."
"Query builder guidance/steps for beginners who need to write actual queries"
"I would let the users delete and copy as many cells as they want. It is absolutely uncomfortable for me to do it one by one."
"The analytics plans are very complex because they depend on the users, while other Zoho plans operate on a per-user basis."
"They should provide white labeling with a cheaper option. I know they have a white labeling feature in which I can white label Zoho Analytics with my company theme, logo, and URL, but it seems a little expensive. If they can make it cheaper, it would be great. The same is applicable to Tableau."
"In terms of improvement, they have a limited number of graphs available in their store. They should come up with more graph style forms. They should have more charts and at the same time, you can't create panels like with Microsoft BA."
"They should provide white labeling with a cheaper option."
"One major issue I face in Zoho Analytics is related to pivot tables. When using two text fields, such as client and project, with numerical data, sorting becomes impossible."
 

Pricing and Cost Advice

Information not available
"For one license the pricing is about $35 a user."
"The tool's pricing is similar to other Zoho applications and is affordable."
"An exact ROI is hard to calculate. However, we have definitely made sales that would have been much harder, or unlikely, as a result of the speed with which we were able to prepare comprehensive analysis."
"The product's licensing is reasonable."
"I rate the tool's pricing seven out of ten. The licensing costs are yearly."
"I don't feel that price is an issue for this product."
"The product is expensive."
"The price is high. The solution advertises that it provides products for 55 AED per user, but these products contain only the basic features. Most of the features are locked. The version of the product that includes Zoho Analytics costs around 199 AED per user per month."
report
Use our free recommendation engine to learn which Data Visualization solutions are best for your needs.
917,433 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Construction Company
25%
Comms Service Provider
15%
Manufacturing Company
13%
Computer Software Company
7%
Construction Company
16%
Outsourcing Company
11%
Financial Services Firm
10%
Comms Service Provider
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business28
Midsize Enterprise4
Large Enterprise5
 

Questions from the Community

Ask a question
Earn 20 points
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 ...
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...
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...
 

Also Known As

No data available
Zoho Reports
 

Overview

 

Sample Customers

IBM, Oracle, MuleSoft, GoodData, Thomson Reuters, salesforce.com, Comcast, Active Network, SHOP.CA
Suzuki, American Pacific Mortgage, KPMG, Air Canada, University of Michigan, BricozOr, WorldWide Express, The University of Melbourne, Novartis, SAIC
Find out what your peers are saying about CloverETL vs. Zoho Analytics and other solutions. Updated: September 2026.
917,433 professionals have used our research since 2012.