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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 (7th), Data Visualization (7th), Embedded BI (6th)
 

Mindshare comparison

As of January 2026, in the Reporting category, the mindshare of Plotly Dash Enterprise is 1.8%, up from 1.1% compared to the previous year. The mindshare of Zoho Analytics is 1.6%, up from 0.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Reporting Market Share Distribution
ProductMarket Share (%)
Zoho Analytics1.6%
Plotly Dash Enterprise1.8%
Other96.6%
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."
"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."
"The initial setup is straightforward."
"It provides insights into leads, information about the team and about various sales activities. The graphical representations in the form of charts is excellent."
"We can create advanced-level reports with the tool. We can get data from different Zoho applications and also from other third-party applications. We can create schedules for syncing data from third parties to Zoho Analytics. We can also use table queries for getting data from more than one table."
"The benefits I've seen from using Zoho Analytics include saving time; this is the most important benefit for me as I don't need to do my analytics or revisit a report repeatedly every month or according to the frequency of the requirement."
"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."
"We moved the data from Zoho Creator to Zoho Analytics and created reports."
"The collaborative features in Zoho Analytics have fostered data-driven decision-making within my team and our customers' teams by enabling seamless communication and shared insights."
"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

"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."
"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."
"I have a lower rating when it comes to Zoho Analytics. The tool has poor performance. It needs to improve the dimensions and measures."
"A higher degree of artificial intelligence could be included in this solution. The data and overall insights could be improved."
"It would be great to have more user input fields which can be used on dashboards."
"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."
"This solution does not support manufacturing facilities."
"The hourly pricing needs improvement."
"The support team doesn't have full awareness of the system capabilities."
"The improvement needed is regarding the number of API calls. Currently, Zoho Analytics only allows us to update data hourly. It would be much better to have updates more frequently every half an hour."
 

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."
"Zoho Analytics costs $ 4,200 per month, billed yearly."
"The product's licensing is reasonable."
"The pricing is okay. It is fair compared to the market."
"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 is expensive."
"The tool's pricing is similar to other Zoho applications and is affordable."
"It is very reasonable, and it gives me a good return on investment. Compared to other tools, it is the best choice in terms of pricing."
"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
9%
Computer Software Company
12%
Manufacturing Company
9%
Comms Service Provider
9%
Healthcare 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 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?
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...
 

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.
881,114 professionals have used our research since 2012.