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AtScale Adaptive Analytics (A3) vs Denodo 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

AtScale Adaptive Analytics ...
Ranking in Data Virtualization
7th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
BI (Business Intelligence) Tools (47th), Data Governance (46th), BI on Hadoop (1st)
Denodo
Ranking in Data Virtualization
1st
Average Rating
8.0
Reviews Sentiment
6.7
Number of Reviews
42
Ranking in other categories
Data Integration (7th), Cloud Data Integration (8th), Data Management Platforms (DMP) (3rd), AI Data Analysis (2nd)
 

Mindshare comparison

As of June 2026, in the Data Virtualization category, the mindshare of AtScale Adaptive Analytics (A3) is 6.6%, down from 8.5% compared to the previous year. The mindshare of Denodo is 22.1%, down from 40.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Virtualization Mindshare Distribution
ProductMindshare (%)
Denodo22.1%
AtScale Adaptive Analytics (A3)6.6%
Other71.3%
Data Virtualization
 

Featured Reviews

it_user822762 - PeerSpot reviewer
Senior BI and Reporting Analyst at a financial services firm with 10,001+ employees
The GUI interface is nice and easy to use, but the organization of the icons is not saved across users
Connecting to a Hadoop database to create a cube to connect to Tableau. We want to be able to easily create cubes which can be connected to Tableau for visualization The product had many issues. We had great collaboration with the product development team, but the product was not able to meet our…
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

"The GUI interface is nice and easy to use."
"Compared to these old solutions, Denodo is very easy to work with for the analytical team."
"The best thing about Denodo is that creating and deploying a web service can be done in about 10 minutes, compared to a whole day when it comes to other solutions (such as when deploying with Java and AWS)."
"The most valuable feature of Denodo is its uniformity of self-site data access types, which allows it to connect to almost any storage technology and feed it transparently."
"If you have the business needs for data visualization which is a core technology that Denodo represents, then, I would say to go for it as the platform really works well."
"While we may not be using all the features of Denodo at this time, we have found the data virtualization features to be very useful in helping us connect our data sources together, bringing all our data into one platform."
"The ability to connect to a lot of different sources."
"It can support a number of data sources, and it can pull flat files, from cloud-based databases or from those on-premises. Denodo can pull from any data source and interface with the view. Then, we can publish the view."
"The ability to transfer data is very valuable."
 

Cons

"The product was not able to meet our 10 second refresh requirements."
"The organization of the icons is not saved across users."
"There was an issue with the incremental aggregation not working as indicated."
"In my opinion, it's very expensive. For small companies, it's not a solution that most small companies can afford."
"Denodo's training documentation could be improved by providing more material."
"The dropdown menus feel antiquated to me, and the administrative portals need improvement."
"Simple things that can be done very quickly in other database languages require more lines of code in Denodo."
"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."
"It would be good if the solution provided a much-needed cellular platform."
"Data transformation must be improved."
"Tasks such as conversion of a date format or conversion of a number format that can be done in a very easy way in different languages, like SQL or Oracle, are not so easy to do in Denodo. For example, if you want to convert a date from one format to another, in Oracle it's pretty easy; in Denodo, however, it requires so many lines of code. Simple things that can be done very quickly in other database languages require more lines of code in Denodo."
 

Pricing and Cost Advice

Information not available
"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."
"I don't know the actual cost, but it's tens of thousands of dollars per month."
"The pricing is pretty good, and I would rate it at four out of five."
"Depending on the size of the client you want to work with, it can be prohibitively expensive at times."
"The licensing should be improved, as the cost per connector is quite expensive."
"There is an express edition and a licensed enterprise edition."
"Talking with my manager and others, nobody has complained about the pricing so far which is a positive sign."
"I am not super familiar with the pricing, but so far, it seems good. We have been happy. We haven't seen any problems. The only time we had to pay extra was during the upgrade. We didn't upgrade at the time they told us to upgrade, and we had to pay extra to keep the service. They had stopped the support for the older version and moved to the newer version. It was not their fault. It was our fault because we didn't get on board quickly."
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Top Industries

By visitors reading reviews
Healthcare Company
13%
Manufacturing Company
13%
Construction Company
9%
Financial Services Firm
9%
Financial Services Firm
21%
Manufacturing Company
13%
Energy/Utilities Company
6%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise6
Large Enterprise20
 

Questions from the Community

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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...
 

Also Known As

AtScale, AtScale Intelligence Platform
Denodo for AWS
 

Overview

 

Sample Customers

Rakuten, TD Bank, Aetna, Glaxo-Smith Kline, Biogen, Toyota, Tyson
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 Denodo vs. IBM Cloud Pak for Data and other solutions. Updated: June 2026.
902,456 professionals have used our research since 2012.