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Plotly Dash Enterprise vs XLCubed comparison

 

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
4th
Average Rating
8.2
Reviews Sentiment
5.7
Number of Reviews
20
Ranking in other categories
No ranking in other categories
XLCubed
Ranking in Reporting
31st
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 May 2026, in the Reporting category, the mindshare of Plotly Dash Enterprise is 1.6%, up from 1.3% compared to the previous year. The mindshare of XLCubed is 1.1%, up from 0.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Reporting Mindshare Distribution
ProductMindshare (%)
Plotly Dash Enterprise1.6%
XLCubed1.1%
Other97.3%
Reporting
 

Featured Reviews

reviewer2835996 - PeerSpot reviewer
Data 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.
it_user1391316 - PeerSpot reviewer
Head of Finance Systems at NHS
Cost effective with great capability, performance, flexibility and visuals
In general, we're happy with the solution but we're always looking to see what else is out there. The thing we've struggled with is our partnership with Tagetik UK, the consultants, and the issue we had gaining access to consultants to develop the solution on our behalf. Thankfully we connected directly with XLCubed and now have a pretty close and good relationship with them so the earlier problem we had of actually getting resources to help us develop has now been solved. One of the things that we've been asking for and would like as an additional feature is a sort of benchmarking functionality. The ability to be able to benchmark, directly against the company digital corporate numbers. That said, there seems to be improved functionality within the latest release that could help us develop that further.

Quotes from Members

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

Pros

"My main use case with Plotly Dash Enterprise is equally comparable to Power BI and Tableau for creating dashboards."
"Development and deployment time typically shows a 50 to 80% faster time to production, and there is also a 60 to 90% reduction in repetitive reporting work because organizations have self-serve dashboards and scheduled reports where one internal app often replaces hours of weekly manual work."
"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 transformed my projects by moving them from local scripts to secure production-grade applications that drive faster data-driven decisions."
"It is a scalable solution. Scalability-wise, I rate the solution a nine to ten out of ten."
"We have seen a clear return on investment with Plotly Dash Enterprise, as the biggest gains have come from reduced time spent on manual reporting and faster delivery of dashboards."
"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."
"Plotly Dash Enterprise has positively impacted my organization because the easy Pandas integration meant less time on data preparation and faster chart generation."
"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."
"Great capability, performance, flexibility, visuals, and the solution is also very cost effective."
"I am looking forward to testing their full graphics that are available, as they looked very interesting in the demo."
"I am looking forward to testing their full graphics that are available, as they looked very interesting in the demo."
 

Cons

"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."
"I sometimes find that the documentation is not comprehensive and more detailed documentation should be available for the benefit of other companies using it."
"Plotly Dash Enterprise works well for most cases, but for some large data sets, it can be a bit laggy."
"Plotly Dash Enterprise is pretty good, but it could benefit from more marketing so that more people are aware of it."
"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."
"I believe that Plotly Dash Enterprise should improve the enterprise membership plan, which is restricted to some features such as AG Grid table and data table, particularly the nested feature that requires a paid membership."
"While Plotly Dash Enterprise is powerful, its default look can sometimes feel more academic or technical than the sleek, modern UI of dedicated BI tools."
"There should be a better or an easier way to establish that connection to external sources."
"Would like the ability to be able to benchmark."
"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."
 

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

By visitors reading reviews
University
17%
Computer Software Company
10%
Outsourcing Company
9%
Comms Service Provider
7%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise2
Large Enterprise10
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Plotly?
The pricing for Plotly Dash Enterprise is based on custom and variable factors, with no fixed public prices. It depends on the number of users, deployment type, support level, and scale. The enterp...
What needs improvement with Plotly?
There are definitely a few areas where Plotly Dash Enterprise could improve to become even more effective. Currently, most dashboards need to be built from scratch, so having more ready-made templa...
What is your primary use case for Plotly?
My main use case for Plotly Dash Enterprise is building and deploying interactive, production-ready applications for business users. I primarily use it to convert complex data analyses into user-fr...
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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: April 2026.
894,738 professionals have used our research since 2012.