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Plotly Dash Enterprise vs Zoho Analytics comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jul 27, 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
19th
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
9th
Average Rating
8.2
Reviews Sentiment
6.1
Number of Reviews
35
Ranking in other categories
BI (Business Intelligence) Tools (7th), Data Visualization (6th), Embedded BI (6th)
 

Mindshare comparison

As of October 2025, in the Reporting category, the mindshare of Plotly Dash Enterprise is 1.5%, up from 1.1% compared to the previous year. The mindshare of Zoho Analytics is 1.1%, 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 Analytics1.1%
Plotly Dash Enterprise1.5%
Other97.4%
Reporting
 

Featured Reviews

VenkateshJuloori - PeerSpot reviewer
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.
Nadeem Asghar - PeerSpot reviewer
Experience with advanced analytics and visualization features boosts decision making
I think the team would know how to predict what needs to be improved. Every business has its own predictions, so providing specific fields based on which to calculate predictions would be helpful. The analytics plans are very complex because they depend on the users, while other Zoho plans operate on a per-user basis. The analytics plan has different features for one user, 10 users, and 25 users. Having to pay for 25 users when only 11 are needed creates an issue with the pricing structure.

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."
"The level of interactivity that the product provides is valuable to me."
"It is a scalable solution. Scalability-wise, I rate the solution a nine to ten out of ten."
"Zoho Analytics is the best software for giving reports to customers and we can create any report that is required."
"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."
"The initial setup is straightforward."
"The solution’s dashboard is very good."
"Zoho Analytics's most valuable feature is the ability to provide excellent analytics through a single platform."
"The data source is the most valuable feature as it can perform any function."
"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."
 

Cons

"The solution cannot be deployed on the website and shared with others through its own platform."
"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 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."
"The customer service and support for this solution could be improved by faster response times."
"I would appreciate enhanced features in Zoho Analytics that offer greater customization options."
"I have a lower rating when it comes to Zoho Analytics. The tool has poor performance. It needs to improve the dimensions and measures."
"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."
"Regarding stability and reliability, Zoho Analytics has multiple bugs. One significant issue is that you cannot create multiple charts with the same name."
"There is a limitation that we cannot create more than 300 columns in a worksheet on Zoho Analytics."
"The analytics plans are very complex because they depend on the users, while other Zoho plans operate on a per-user basis."
 

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."
"I rate the tool's pricing seven out of ten. The licensing costs are yearly."
"This solution is reasonable as far as pricing is concerned."
"The product's licensing is reasonable."
"For one license the pricing is about $35 a user."
"The tool's pricing is similar to other Zoho applications and is affordable."
"The product is expensive."
"Zoho Analytics costs $ 4,200 per month, billed yearly."
"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."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Comms Service Provider
10%
Manufacturing Company
9%
Computer Software Company
9%
Computer Software Company
9%
Non Profit
9%
Comms Service Provider
8%
University
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 do you like most about Zoho Analytics?
Zoho Analytics's most valuable feature is the ability to provide excellent analytics through a single platform.
What is your experience regarding pricing and costs for Zoho Analytics?
I rate the tool's pricing seven out of ten. The licensing costs are yearly.
What needs improvement with Zoho Analytics?
In Zoho Analytics, I don't think there is something that could be improved, but in Zoho itself, I have many concerns about Zoho People.
 

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: September 2025.
869,566 professionals have used our research since 2012.