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Plotly Dash Enterprise vs Zoho Analytics comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Nov 2, 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

Plotly Dash Enterprise
Ranking in Reporting
18th
Average Rating
7.6
Reviews Sentiment
6.8
Number of Reviews
3
Ranking in other categories
No ranking in other categories
Zoho Analytics
Ranking in Reporting
6th
Average Rating
8.2
Reviews Sentiment
6.1
Number of Reviews
35
Ranking in other categories
BI (Business Intelligence) Tools (8th), Data Visualization (7th), Embedded BI (5th)
 

Mindshare comparison

As of February 2026, in the Reporting category, the mindshare of Plotly Dash Enterprise is 1.9%, up from 1.1% compared to the previous year. The mindshare of Zoho Analytics is 1.7%, up from 0.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Reporting Market Share Distribution
ProductMarket Share (%)
Zoho Analytics1.7%
Plotly Dash Enterprise1.9%
Other96.4%
Reporting
 

Featured Reviews

VenkateshJuloori - PeerSpot reviewer
Founder & CEO at Ira
A flexible tool that offers an open-source version
It is a scalable solution. Scalability-wise, I rate the solution a nine to ten out of ten. In my company, there are around five resources that use the product. My company's clients use the product a lot on a daily basis. I use the product twice a week in my company before I get any call from our clients.
VR
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.

Quotes from Members

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

Pros

"When reviewing and interpreting data, I typically examine it in a tabular form to understand its structure. However, when explaining or presenting the findings to others, I often use visualization tools such as Plotly. These tools allow me to create visual representations of datasets."
"It is a scalable solution. Scalability-wise, I rate the solution a nine to ten out of ten."
"The level of interactivity that the product provides is valuable to me."
"Zoho Analytics' data visualization features have helped me improve decision-making overall by making it easier to draw a story from complex data, backtrack my data, and ensuring accuracy."
"The tool's most valuable feature is its dashboard."
"The initial setup is straightforward."
"We moved the data from Zoho Creator to Zoho Analytics and created reports."
"The integration interface is very easy to use and allows you to directly connect to a variety of APIs."
"What I appreciate most about Zoho Analytics is the pivot table functionality, as in the pivot table and scheduler table, if we want data in one report, we can use an SQL query and get data from different modules."
"We find Zoho Analytics easy to use, making it very beneficial for our operations."
"As a product analyst, one of the best features in Zoho Analytics is its ability to allow stakeholders to access raw data for any kind of metric I've created, significantly reducing my dependency to share data sets repeatedly, saving a lot of time."
 

Cons

"I believe that the prices of the tool's paid services could be on the premium side, so the pricing model can be considered for improvement."
"The solution cannot be deployed on the website and shared with others through its own platform."
"The tool needs to improve its pie charts. Regarding Plotly, I find the online documentation somewhat challenging to navigate, especially when dealing with many parameters. Searching through thousands of parameters can be a tedious and less straightforward process. While the documentation is available online and serves its purpose, I often encounter difficulties in finding the information."
"The navigation on the interface is not intuitive."
"This solution does not support manufacturing facilities."
"There should be more types of graphics available for use in the reports."
"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."
"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."
"The hourly pricing needs improvement."
"I have not seen any improvement with Zoho Analytics' AI-driven insights because it has not been accurate."
"The data visualization features of Zoho Analytics can be improved in terms of decision-making processes. There are many shortcomings in the query language, as it is outdated, and many keywords cannot be used."
 

Pricing and Cost Advice

"I only use the free tier of the product."
"It is an open-source tool. My company hasn't explored Plotly's premium services yet, but I believe the prices could be on the premium side."
"The pricing is okay. It is fair compared to the market."
"Zoho Analytics costs $ 4,200 per month, billed yearly."
"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."
"The product's licensing is reasonable."
"I rate the tool's pricing seven out of ten. The licensing costs are yearly."
"The tool's pricing is similar to other Zoho applications and is affordable."
"I don't feel that price is an issue for this product."
"I would recommend looking at your usage and whether the Zoho One license model would work for your organisation. It is very cost effective if you use other Zoho tools."
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Top Industries

By visitors reading reviews
Financial Services Firm
12%
Comms Service Provider
10%
Computer Software Company
9%
Manufacturing Company
8%
Computer Software Company
11%
Marketing Services Firm
10%
Comms Service Provider
10%
Manufacturing Company
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business29
Midsize Enterprise4
Large Enterprise4
 

Questions from the Community

What do you like most about Plotly?
It is a scalable solution. Scalability-wise, I rate the solution a nine to ten out of ten.
What is your experience regarding pricing and costs for Plotly?
It is an open-source tool. My company hasn't explored Plotly's premium services yet, but I believe the prices are on the premium side. I rate the product price as five or six on a scale of one to t...
What needs improvement with Plotly?
I believe that the price of the tool's paid services is on the premium side, so the pricing model can be considered for improvement.
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

Google, Goji, VIT, Smpl Bio, U.S. Air Force, C12 Energy, New York University
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 Plotly Dash Enterprise vs. Zoho Analytics and other solutions. Updated: December 2025.
881,707 professionals have used our research since 2012.