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Plotly Dash Enterprise vs XLCubed comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Feb 8, 2026

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
3rd
Average Rating
8.2
Reviews Sentiment
5.3
Number of Reviews
45
Ranking in other categories
No ranking in other categories
XLCubed
Ranking in Reporting
27th
Average Rating
7.6
Reviews Sentiment
6.3
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the Reporting category, the mindshare of Plotly Dash Enterprise is 1.6%, up from 1.4% compared to the previous year. The mindshare of XLCubed is 1.4%, up from 0.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Reporting Mindshare Distribution
ProductMindshare (%)
Plotly Dash Enterprise1.6%
XLCubed1.4%
Other97.0%
Reporting
 

Featured Reviews

reviewer2835996 - PeerSpot reviewer
Operations Analyst at a non-profit with 51-200 employees
Interactive dashboards have transformed reporting and now speed up team decision making
One area where Plotly Dash Enterprise can be improved is the learning curve for beginners. It can take time to understand the callbacks and app structures. Debugging can sometimes be tricky, especially for complex apps. Improving documentation and providing more built-in templates or examples would make it easier for new users to get started. Another improvement could be around performance optimization in Plotly. For example, with a large dataset, a dashboard can sometimes become slow. Better built-in support for handling big data efficiently would help. Additionally, smoother integration with other data tools and cloud services would make it easier to fit into different tech stacks.
reviewer1489434 - PeerSpot reviewer
Junior Consultant at a tech services company with 51-200 employees
Connection should be simplified, but it's priced well
For anyone who intends to implement this solution, I would recommend contacting technical support the first time it doesn't work. At this time, I cannot recommend this solution to others because I cannot connect. Because of the connection issues that we are experiencing, I would rate this solution a five out of ten.

Quotes from Members

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

Pros

"I have noticed that people who previously had fear while speaking now speak confidently in meetings and everywhere with clients."
"Using Plotly Dash Enterprise has helped us share insights faster across the team, as the dashboards became easily accessible, allowing stakeholders to view real-time data without depending on manual reports, which improved decision-making speed and reduced time spent on repetitive reporting tasks."
"Plotly Dash Enterprise has positively impacted my organization by giving us valuable inputs through the interactive visuals, which we can use to make concrete decisions that help us improve our top line or bottom line."
"It is as though you are writing a novel, not just code."
"It is a scalable solution. Scalability-wise, I rate the solution a nine to ten out of ten."
"Plotly Dash Enterprise positively impacted my organization by improving how analysis was communicated and reducing the amount of manual reporting work and the time that was saved."
"The best features Plotly Dash Enterprise offers are the fact that it is built on Python and the fact that we can customize many things."
"I literally save about one month of development time using Plotly Dash Enterprise and around thirty percent of costs compared to other three-tier architectures."
"I am looking forward to testing their full graphics that are available, as they looked very interesting in the demo."
"The solution has great capability, performance, flexibility, visuals, everything, and we also have a very good relationship with the consultants and the solution is also very cost effective."
 

Cons

"I do not really see the software itself as being terribly necessary."
"I sometimes find that the documentation is not comprehensive and more detailed documentation should be available for the benefit of other companies using it."
"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."
"Plotly Dash Enterprise is stable but not one hundred percent stable; there are rare instances where it takes longer to load the environment, but these do not greatly hinder my work."
"If they could enhance the exploratory data analysis aspect and leverage generative AI to provide patterns and trends automatically, it would set them apart in the market."
"I would like to discuss improvements needed for Plotly Dash Enterprise, specifically regarding licensing and documentation that I wish were different."
"Since we are feeding Plotly with a lot of data, I think there is a security gap."
"The main limitation was the learning curve during the setup and deployment."
"It's quite a stable solution although we sometimes encounter issues internally within our IT department with regard to the structure."
"At this time, I cannot recommend this solution to others because I cannot connect."
"Would like the ability to be able to benchmark."
"There should be a better or an easier way to establish that connection to external sources."
 

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."
"14,000 Pounds per year for licensing."
"I am still using the two-week trial, but at first sight, the price is reasonable."
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Top Industries

By visitors reading reviews
University
19%
Outsourcing Company
15%
Manufacturing Company
11%
Financial Services Firm
6%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business26
Midsize Enterprise5
Large Enterprise24
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Plotly?
I am not aware of the pricing, setup cost, and licensing.
What needs improvement with Plotly?
To improve Plotly Dash Enterprise, I recommend providing a basic course on platforms like YouTube for beginners to get an idea of Plotly Dash Enterprise. I do not have anything else to add about ne...
What is your primary use case for Plotly?
My main use case for Plotly Dash Enterprise is to build confidence for interviews. I used Plotly Dash Enterprise to build confidence by giving interviewees queries similar to what a business analys...
Ask a question
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Overview

 

Sample Customers

Google, Goji, VIT, Smpl Bio, U.S. Air Force, C12 Energy, New York University
Marshalls Ltd, BP Exploration and Production, Thorntons, Ted Baker, Bristol-Myers, Rank Group, ING Bank Genve, Cargill Value Investment, Chloride Power, Auchan, Erste, UEFA, Novartis, Porsche Informatik, Raiffeisen Bank International
Find out what your peers are saying about Plotly Dash Enterprise vs. XLCubed and other solutions. Updated: September 2026.
920,929 professionals have used our research since 2012.