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Plotly Dash Enterprise vs icCube 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

icCube
Ranking in Reporting
44th
Average Rating
10.0
Number of Reviews
1
Ranking in other categories
Embedded BI (20th)
Plotly Dash Enterprise
Ranking in Reporting
3rd
Average Rating
8.2
Reviews Sentiment
5.2
Number of Reviews
45
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the Reporting category, the mindshare of icCube is 0.7%, up from 0.3% compared to the previous year. The mindshare of Plotly Dash Enterprise is 1.6%, up from 1.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Reporting Mindshare Distribution
ProductMindshare (%)
Plotly Dash Enterprise1.6%
icCube0.7%
Other97.7%
Reporting
 

Featured Reviews

it_user7056 - PeerSpot reviewer
Consultant at a tech consulting company with 51-200 employees
Economically priced, runs on all platforms, excellent cube building and query performance.
Economically priced, runs on all platforms, excellent cube building and query performance, and the development time to first report is very short even for an MDX novice.  The MDX IDE is fabulous. They respond quickly and responsibly to support requests.  New features in the reporting module…
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.

Quotes from Members

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

Pros

"Economically priced, runs on all platforms, excellent cube building and query performance, and the development time to first report is very short even for an MDX novice."
"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 enabling a small team of developers to deploy numerous dashboards with ease."
"One of the best features of Plotly Dash Enterprise is the simplicity of deploying changes."
"Plotly Dash Enterprise has positively impacted my organization by helping in achieving better results from a visualization perspective, making it look very eye-catching and interactive."
"Plotly Dash Enterprise is amazing because it makes excellent dashboards."
"Time saved is what we have seen as a return on investment with Plotly Dash Enterprise, as the mean time to resolve and the mean time to respond both went down, saving approximately 10 to 12 minutes per major incident."
"With Plotly Dash Enterprise, engineers can now directly view issues on the app, enabling faster segregation and resolution of complaints, resulting in improved customer satisfaction, as customers who previously endured 24-hour wait times now experience resolutions in two to three hours due to direct interaction with real-time feedback."
"Plotly Dash Enterprise has positively impacted my work by making my analysis easier."
 

Cons

"As with many products, the documentation is light in some areas."
"I would say scalability of Plotly Dash Enterprise is low when I used it; it was not easy to adapt to different data volumes or needs."
"I have been considering improvements for Plotly Dash Enterprise, particularly regarding the native integration for heavy engineering file formats."
"However, sometimes it crashes when I use, for example, 10 million data points."
"Plotly Dash Enterprise works well for most cases, but for some large data sets, it can be a bit laggy."
"The solution cannot be deployed on the website and shared with others through its own platform."
"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 sometimes find that the documentation is not comprehensive and more detailed documentation should be available for the benefit of other companies using it."
"One area where Plotly Dash Enterprise can be improved is the learning curve for beginners."
 

Pricing and Cost Advice

Information not available
"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 only use the free tier of the product."
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Top Industries

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

Company Size

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

Questions from the Community

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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...
 

Overview

 

Sample Customers

Binary, TU/e, Kantar Worldpanel, Rivo
Google, Goji, VIT, Smpl Bio, U.S. Air Force, C12 Energy, New York University
Find out what your peers are saying about Microsoft, Salesforce, Plotly and others in Reporting. Updated: October 2026.
920,769 professionals have used our research since 2012.