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AtScale Adaptive Analytics (A3) vs Denodo comparison

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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 (45th), Data Governance (43rd), 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 (9th), Cloud Data Integration (8th), Data Management Platforms (DMP) (4th), AI Data Analysis (2nd)
 

Mindshare comparison

As of September 2026, in the Data Virtualization category, the mindshare of AtScale Adaptive Analytics (A3) is 6.9%, up from 6.2% compared to the previous year. The mindshare of Denodo is 22.6%, down from 27.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Virtualization Mindshare Distribution
ProductMindshare (%)
Denodo22.6%
AtScale Adaptive Analytics (A3)6.9%
Other70.5%
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."
"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."
"On top of that, if you want to quickly show your data and use your data for analytical purposes, then this is the best tool."
"Denodo has a great community and they provide access to a lot of internet information, forums and meetings of various kinds."
"The ability to transfer data is very valuable; it is one of the best when considering other ETL tools and is easy to maintain."
"Denodo makes it easy to export data as a service or data link to other services."
"The most valuable features of Denodo are the extraction option for adapters, and there are many things for the views, that are cached. Denodo is not storing the data, it looks first to tune the query, and these things are for the agents."
"It is a very stable solution."
"Denodo's capabilities offer a strong and intuitive solution for data access."
 

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."
"Denodo can be improved in some areas. We faced some issues with respect to Java client dependencies and had significant hassle with version management."
"Denodo's training documentation could be improved by providing more material."
"The cache configuration is more complicated."
"User-specific security at the column and row levels needs to be improved."
"Documentation needs to be improved, they need to lift their game."
"Sometimes, Windows-related functions do not work properly in Denodo. The analytic functions in SQL do not work properly."
"Denodo currently integrates with ChatGPT, but the ability to manage and utilize them directly within Denodo would be a significant improvement."
"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."
 

Pricing and Cost Advice

Information not available
"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."
"Talking with my manager and others, nobody has complained about the pricing so far which is a positive sign."
"For us, the cost has been okay. Also, there are no additional costs; it's just the standard licensing fee."
"There is an express edition and a licensed enterprise edition."
"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."
"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."
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Top Industries

By visitors reading reviews
Healthcare Company
14%
Manufacturing Company
13%
Comms Service Provider
12%
Construction Company
10%
Financial Services Firm
21%
Manufacturing Company
13%
Government
6%
Energy/Utilities Company
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