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Cube vs Denodo comparison

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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 AI Data Analysis
13th
Average Rating
8.6
Reviews Sentiment
5.8
Number of Reviews
6
Ranking in other categories
Embedded BI (10th)
Denodo
Ranking in AI Data Analysis
1st
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
42
Ranking in other categories
Data Integration (10th), Data Virtualization (1st), Cloud Data Integration (7th), Data Management Platforms (DMP) (6th)
 

Mindshare comparison

As of November 2026, in the AI Data Analysis category, the mindshare of Cube is 0.3%. The mindshare of Denodo is 0.6%, down from 4.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Data Analysis Mindshare Distribution
ProductMindshare (%)
Denodo0.6%
Cube0.3%
Other99.1%
AI Data Analysis
 

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.
Patel-Dhulva - PeerSpot reviewer
Information Technology Manager at Lockheed Martin
Data virtualization has unified siloed sources and now supports real-time decisions
The best features Denodo offers stand out to me as the ability to develop REST web services fast and easily, create and combine new views, integrate different sources of data, and connect with other tools seamlessly. When I mention fast and easy creation of views and integration, I love the agile data provisioning and integration, where Denodo provides a comprehensive set of capabilities for implementing logical data integration, management, and delivery, which in turn enables agile data analytics and an informed decision-making process to be smooth. I also appreciate the performance optimization with AI, which improves performance optimization through the integration of artificial intelligence capabilities. Furthermore, I appreciate the unified security and governance, where it addresses the need for an organization to effectively manage security, data privacy, and data protection easily, offering a centralized platform that allows the application of governance policies and fine-grained security controls. Another feature I would add about Denodo is that it also provides a single point of control where we can establish security controls over the entire infrastructure and gain visibility into all our data assets. Denodo has positively impacted my organization as since we started using this tool, it has been very helpful because it is a huge advantage that we can connect to many different databases to provide data rapidly and accurately and also gain insights, which helps us to make data-driven decisions easily. It has proven to be a valuable environment for deploying data virtualization solutions, and its user community is active in finding and fixing issues more accurately. Through data insights from Denodo, we have been able to improve our decision making, which helps to better communication between the stakeholders thanks to the real-time experience. It also saves a lot of time.

Quotes from Members

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

Pros

"Cube's caching mechanism impacts my database query loads and response times significantly."
"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."
"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."
"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."
"Denodo has a great community and they provide access to a lot of internet information, forums and meetings of various kinds."
"The performance of our application has increased significantly."
"Denodo's best features are its performance, easy data transformation, and the job scheduler."
"The most valuable feature in Denodo is data virtualization."
"Overall, the product works quite well and has a good set of features."
"Denodo provides high reliability, with features like vertical scaling, horizontal scaling, and failover nodes."
"The most valuable aspects of this solution are the short time frame in which you can deliver and connect."
"Overall, I would rate Denodo a nine out of ten."
 

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."
"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."
"There is no way to create a real template that is not exposed directly in the UI."
"Cube can be improved as it lacks some features."
"The dropdown menus feel antiquated to me, and the administrative portals need improvement."
"There are a couple of areas that can be improved in Denodo. From a stability point of view, sometimes we see issues in the data management functionality. This only happens now and then, however, and usually takes place when we add in our own customization."
"Sometimes, Windows-related functions do not work properly in Denodo. The analytic functions in SQL do not work properly."
"Denodo's training documentation could be improved by providing more material. From an administrative standpoint, I've found that only Denodo websites provide the usual tutorials. It may be because it's a bit of a restricted tool, but it results in trouble with learning. Normally, I can find help and solutions from other sources, but I haven't been able to find any for Denodo. Other that, it's fine and it performs well. I only have six months of experience, so I can't accurately suggest improvements."
"The integration could use improvement, it's a lot of non-speed line processes that we have discovered, in the country. The configurations could use a lot more improvement."
"I would like it if we could pull the data model or export the data model because Denodo has, based on how you build, something called associations. The data model gets very confusing when you go look at it. It depends on how you define it, but it's really huge. I wish there was a way to export it into Visio. It could be that they already have a way to do it, and I don't know, but it would be much easier for the architects and even for the developers to look at it than scrunching it into the screen and expanding every small portion of it. If there was an easy way to export the Denodo model into another modeling tool and view it, it would be great."
"Denodo's pricing is not affordable for small companies and is more suitable for medium to large enterprises."
"In my opinion, it's very expensive. For small companies, it's not a solution that most small companies can afford."
 

Pricing and Cost Advice

Information not available
"For us, the cost has been okay. Also, there are no additional costs; it's just the standard licensing fee."
"Depending on the size of the client you want to work with, it can be prohibitively expensive at times."
"The cost for Denodo is in line with other similar products."
"The licensing charges for this solution are payable annually."
"The licensing should be improved, as the cost per connector is quite expensive."
"Talking with my manager and others, nobody has complained about the pricing so far which is a positive sign."
"Cost wise, on a scale from one to five, with one being the cheapest and five being the most expensive, Denodo would be at three. We get all the features in a bundle."
"There is an express edition and a licensed enterprise edition."
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Top Industries

By visitors reading reviews
Construction Company
19%
Comms Service Provider
15%
Financial Services Firm
13%
Manufacturing Company
10%
Financial Services Firm
19%
Manufacturing Company
14%
Government
6%
Outsourcing Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business1
Midsize Enterprise2
Large Enterprise4
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise6
Large Enterprise20
 

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 ...
Does Denodo provide useful data virtualization education? Is it useful to attend their training?
If you are a Denodo user, it makes sense to undergo their training. Different types of professionals can benefit from it, including administrators, developers, and architects. If you are keen on i...
In experience, what might Denodo be lacking or need improvement on?
I like Denodo a lot. It offers quick and easy web service deployment within minutes. There are not any flaws that I think make the product less good or effective. The only thing I can point out is...
Which industries can benefit from Denodo the most?
Denodo is suitable for pretty much all sectors that deal with: Big data Cloud solutions Data governance Logical data fabric Master data management In my opinion, organizations in different fields...
 

Comparisons

 

Also Known As

No data available
Denodo for AWS
 

Overview

 

Sample Customers

Information Not Available
Autodesk, VHA, AAA, Sumitomo Mitsui Trust Bank, Caterpillar, European Chemical Agency, Seagate, Nationwide, Time Warner Cable, Pantex, Inditex, BNSF Railways, Vodafone, CIT Group, Jazztel, Wolters Kluwer, Telefonica, TransAlta
Find out what your peers are saying about Cube vs. Denodo and other solutions. Updated: September 2026.
920,769 professionals have used our research since 2012.