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Cube vs Yellowfin comparison

 

Comparison Buyer's Guide

Executive Summary

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

Cube
Ranking in Embedded BI
10th
Average Rating
8.4
Reviews Sentiment
6.2
Number of Reviews
5
Ranking in other categories
AI Data Analysis (19th)
Yellowfin
Ranking in Embedded BI
16th
Average Rating
8.0
Reviews Sentiment
7.5
Number of Reviews
2
Ranking in other categories
BI (Business Intelligence) Tools (35th), Reporting (24th), Data Visualization (22nd)
 

Mindshare comparison

As of August 2026, in the Embedded BI category, the mindshare of Cube is 0.8%, up from 0.5% compared to the previous year. The mindshare of Yellowfin is 3.2%, up from 1.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Embedded BI Mindshare Distribution
ProductMindshare (%)
Cube0.8%
Yellowfin3.2%
Other96.0%
Embedded BI
 

Featured Reviews

Amir Hassan - PeerSpot reviewer
Data Scientist / Data Analytics Consultant at Fiverr International Ltd
Managing complex data hierarchies has improved analytics but still needs richer hierarchy types
To evaluate Cube's efficiency in handling large data volumes, I use metrics including F1 scores, AUC (Area Under the Curve), and RMC (Root Mean Squares), along with RSE (Root Square Errors). These factors help me gauge the efficiency of the algorithms clearly. Regarding improving Cube, I believe that when we are building hierarchies, I should enhance the type of hierarchies. For instance, in a few countries lacking state systems, there could be a hierarchy without proper categorization—such as continent, country, and city. Therefore, it would be beneficial if I could improve the hierarchies to retrieve data as quickly as possible from Cube.
AC
‎IS Executive at SAINS
It is a central source of up-to-date data and information, but needs more charting capabilities
Management information Reporting Statistics Data analysis It reduces sending copies of different report/spreadsheet versions over email, which makes it difficult to access the right report. It is also able to create information dashboards for various users' throughout.  All management…

Quotes from Members

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

Pros

"NPS improved to approximately eight out of ten for our feature, and internally ticket handling times decreased, allowing reallocation of resources to higher-impact projects."
"Implementation was super smooth, and within two weeks we were up and running and the metrics were exposed in our app."
"Cube completes my tasks very easily and takes less time, allowing me to deliver any project in a timely manner to our clients."
"Cube's caching mechanism impacts my database query loads and response times significantly."
"It is able to create information dashboards for various users' throughout."
"It is a central source of up-to-date data and information."
"Yellowfin doesn’t try to do everything – it is a BI presentation and communication tool, and it does it brilliantly."
"It reduces time to reproduce reports, provides easy access to organisational data, and has the ability to generate a wide range of reports and analysis."
 

Cons

"Cube can be improved by enhancing data refresh over multiple tabs."
"Cube's interface can be challenging for non-technical users, needing clearer use-case examples to ease integration into workflows."
"I did not see any return on investment from Cube."
"There is no way to create a real template that is not exposed directly in the UI."
"When it comes to the initial setup of Cube, I faced some challenges, including server issues when uploading data from local sources to the Unipi servers."
"It needs more presentation/charting capabilities and integration with GIS."
"The first release was a bit buggy, but they seem to have gotten on top of that very quickly."
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Top Industries

By visitors reading reviews
No data available
Construction Company
18%
Educational Organization
12%
Manufacturing Company
9%
Comms Service Provider
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Cube?
The cost is around $1,500 per month. The exact number is not coming to my mind, but it is approximately $1,500 or $200 per month.
What needs improvement with Cube?
To evaluate Cube's efficiency in handling large data volumes, I use metrics including F1 scores, AUC (Area Under the Curve), and RMC (Root Mean Squares), along with RSE (Root Square Errors). These ...
What is your primary use case for Cube?
In my recent projects with Cube, I was tasked with finding crashes and the reasons behind them using three datasets: people, crash, and vehicles. I had to merge them and preprocess them, clean and ...
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Comparisons

 

Overview

 

Sample Customers

Information Not Available
NCS, Universitat Konstanz, AT&T, PG&E, SingTel, InternetStores
Find out what your peers are saying about Cube vs. Yellowfin and other solutions. Updated: August 2026.
909,725 professionals have used our research since 2012.