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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
6th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
BI (Business Intelligence) Tools (38th), Data Governance (39th), BI on Hadoop (2nd)
Denodo
Ranking in Data Virtualization
1st
Average Rating
8.0
Reviews Sentiment
6.8
Number of Reviews
37
Ranking in other categories
Data Integration (9th), Cloud Data Integration (5th)
 

Mindshare comparison

As of October 2025, in the Data Virtualization category, the mindshare of AtScale Adaptive Analytics (A3) is 5.9%, down from 11.1% compared to the previous year. The mindshare of Denodo is 26.5%, down from 39.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Virtualization Market Share Distribution
ProductMarket Share (%)
Denodo26.5%
AtScale Adaptive Analytics (A3)5.9%
Other67.6%
Data Virtualization
 

Featured Reviews

it_user822762 - PeerSpot reviewer
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…
Atanu Chatterjee - PeerSpot reviewer
Data virtualization and integration enabled while caching and scalability room for improvement
In terms of improvements for Denodo, regarding performance, in cases where there are multiple virtualizations—such as reading from one Denodo view that is virtualized, and from that view there's also virtualization, and another team is reading from that view—if multiple virtualizations happen with no caching in between, it becomes slow. This occurs because it is cascading; whenever at the top level someone is reading data, that request is getting cascaded to the nth level, causing issues, especially in cases such as Power BI reports. We need to consider implementing some persistent layer in between. The scaling process should improve because many things are getting automated. The scale-out part needs to be automated, though I am uncertain whether Denodo has already implemented that feature.

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."
"Denodo provides high reliability, with features like vertical scaling, horizontal scaling, and failover nodes."
"The ability to transfer data is very valuable."
"We can consume data fast."
"Denodo's capabilities offer a strong and intuitive solution for data access."
"It allows a lot of traceability and you can decide what data you want to collect"
"Data mining is one of the valuable features. We're able to connect all of the data sources with the installed driver, so that is a good advantage in Denodo. Being able to join the tables and view them is also valuable."
"The data abstraction is the most valuable feature."
"It is a go-to tool for data virtualization. The virtualization and data catalog are the features of why we chose Denodo."
 

Cons

"The product was not able to meet our 10 second refresh requirements."
"There was an issue with the incremental aggregation not working as indicated."
"The organization of the icons is not saved across users."
"The cache configuration is more complicated."
"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."
"The solution is slow when there are many virtualization layers."
"I would like to see a proper way to avoid killing the sourcing systems."
"We would like this solution to be more universally user-friendly. At present it is really only aimed at IT specialists."
"Performance management could be improved."
"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."
"The stability of the features can be improved."
 

Pricing and Cost Advice

Information not available
"The licensing charges for this solution are payable annually."
"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."
"For us, the cost has been okay. Also, there are no additional costs; it's just the standard licensing fee."
"Talking with my manager and others, nobody has complained about the pricing so far which is a positive sign."
"The cost for Denodo is in line with other similar products."
"Denodo provides a lightweight 30-day free trial, but when we do courses on top of it, it costs $150 for each person."
"There is an express edition and a licensed enterprise edition."
"Depending on the size of the client you want to work with, it can be prohibitively expensive at times."
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Top Industries

By visitors reading reviews
Financial Services Firm
19%
Healthcare Company
12%
Manufacturing Company
10%
Media Company
8%
Financial Services Firm
24%
Manufacturing Company
11%
Computer Software Company
8%
Government
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise6
Large Enterprise19
 

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
No data available
 

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: September 2025.
871,688 professionals have used our research since 2012.