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Cube vs GoodData comparison

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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
8.6
Reviews Sentiment
5.8
Number of Reviews
6
Ranking in other categories
AI Data Analysis (13th)
GoodData
Ranking in Embedded BI
14th
Average Rating
7.0
Reviews Sentiment
8.1
Number of Reviews
2
Ranking in other categories
Data Visualization (23rd)
 

Mindshare comparison

As of November 2026, in the Embedded BI category, the mindshare of Cube is 1.0%, up from 0.5% compared to the previous year. The mindshare of GoodData is 2.8%, up from 1.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Embedded BI Mindshare Distribution
ProductMindshare (%)
Cube1.0%
GoodData2.8%
Other96.2%
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.
it_user241098 - PeerSpot reviewer
Engagement Manager at a tech services company with 501-1,000 employees
​Setup is straightforward from a business user standpoint but MAQL needs to be easier.
Cloud connect Report generator MAQL needs to be easier Better row-level security for end-users I've used it for nine months, mainly for implementation and delivery to customers. No issues encountered. No issues encountered. When the source is big and/or the source is Netsuite there are…

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."
"Cube completes my tasks very easily and takes less time, allowing me to deliver any project in a timely manner to our clients."
"Implementation was super smooth, and within two weeks we were up and running and the metrics were exposed in our app."
"Cube's caching mechanism impacts my database query loads and response times significantly."
"The security provided by Cube has helped my organization by allowing us to use NATed IP on Cube to send outside the public IP while keeping the internal IP safe in our on-premise environment."
"It's a good product for your end to end BI needs when its all on the cloud."
 

Cons

"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."
"Cube can be improved by enhancing data refresh over multiple tabs."
"Cube can be improved as it lacks some features."
"There is no way to create a real template that is not exposed directly in the UI."
"I did not see any return on investment from Cube."
"Cube's interface can be challenging for non-technical users, needing clearer use-case examples to ease integration into workflows."
"When the source is big and/or the source is Netsuite there are issues."
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Top Industries

By visitors reading reviews
Construction Company
19%
Comms Service Provider
15%
Financial Services Firm
13%
Manufacturing Company
10%
Construction Company
18%
Comms Service Provider
16%
Financial Services Firm
12%
Manufacturing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business1
Midsize Enterprise2
Large Enterprise4
No data available
 

Questions from the Community

What is your experience regarding pricing and costs for Cube?
My experience with pricing, setup cost, and licensing is that we have to order Cube from Cisco, which takes some time. After that, we have to deploy it in the data center and work with the carrier ...
What needs improvement with Cube?
Cube can be improved as it lacks some features. I think we could include some more features like Ribbon and Codec so that we can use Cisco Cube as well, because Cisco Cube is only CLI, and nowadays...
What is your primary use case for Cube?
My main use case for Cube is call routing and SIP session management between our enterprise and the carriers. A specific example of how I use Cube for call routing in my day-to-day work is that we ...
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Sample Customers

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AutoPilot, Redbubble, showpad, SpareFoot, LogMeIn, CSC
Find out what your peers are saying about Salesforce, ThoughtSpot, Zoho and others in Embedded BI. Updated: October 2026.
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