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AtScale Adaptive Analytics (A3) vs Collibra Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 9, 2025

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 Governance
47th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (6th), BI (Business Intelligence) Tools (57th), BI on Hadoop (2nd)
Collibra Platform
Ranking in Data Governance
2nd
Average Rating
7.8
Reviews Sentiment
6.3
Number of Reviews
75
Ranking in other categories
Metadata Management (1st), AI Governance (1st)
 

Mindshare comparison

As of February 2026, in the Data Governance category, the mindshare of AtScale Adaptive Analytics (A3) is 0.4%, up from 0.3% compared to the previous year. The mindshare of Collibra Platform is 8.8%, down from 13.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Governance Market Share Distribution
ProductMarket Share (%)
Collibra Platform8.8%
AtScale Adaptive Analytics (A3)0.4%
Other90.8%
Data Governance
 

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…
reviewer2774796 - PeerSpot reviewer
Data Governance System Specialist at a energy/utilities company with 5,001-10,000 employees
Data governance has unified definitions and saves audit preparation time across the enterprise
A separate team did the setup for this tool and was involved in setting it up. When they were doing the setup, it was a significant upfront investment in terms of the configuration, modeling, and governance design because the team first had to define the domains, the assets, and the roles. That takes time, and in the insurance environment where we had many legacy systems, this increased the setup effort. It would be helpful if Collibra Platform could have industry specific starter templates that could accelerate adoption. As we ingested more and more metadata, sometimes the catalog searches became slower by a fraction of a second because there was more metadata in the tool. After inserting millions of rows into the physical data dictionaries, the catalog searches could become a little bit slower. Having some better performance optimization might help with this minor issue.

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."
"The catalog feature is definitely valuable because it makes ingesting the metadata of any application quite simple. You don't have to do things manually. You can just schedule an import, and it will just refresh the metadata of whatever application you want. That's what I like. I usually work on the technical side, and other than that, I usually create integrations. I integrate Collibra with different environments or applications. I'm a developer, so I cannot vouch for the business, but for me, it is quite developer-friendly with the Java API interface and the REST API interface that they have provided. It is good for creating dashboards based on the needs of each and every role. It can be user-specific or group-specific. We usually create dashboards and give them to our business users, and they are quite happy with that."
"The integration with other Collibra Lineage products is valuable in our data governance initiatives."
"It shows how the data was transformed on the way and how the solutions were derived. This is the essence of the tool and why it is so powerful."
"It is user-friendly."
"It's incredibly easy to use."
"In terms of data governance, as I mentioned, it can be a one-stop solution for all of your data governance needs."
"The workflows allow the creation of custom workflows based on needs."
"We have had no complaints about the stability."
 

Cons

"There was an issue with the incremental aggregation not working as indicated."
"The product was not able to meet our 10 second refresh requirements."
"The organization of the icons is not saved across users."
"It would be better if features like the privacy module and AI-based Collibra DQ were included in one package instead of being separate and requiring additional costs. Currently, the basic package covers lineage and documentation, but the extra modules come at an extra cost."
"The UI is good if you happen to be an administrator and are familiar with the technical side of the administration. If you're a business user, the UI is not good. It is hard to learn. It is hard for those who are administering it to teach to end-users and it can take hours of training to do it. Because it is difficult and non-intuitive, business users resist using it. It is a battle to get them on board and to keep them engaged because of the UI."
"Sometimes, if a client needs a specific customization, we cannot do it directly. The client needs to reach out to Collibra and request the customization."
"From a usability perspective, customers usually find some areas of the solution a bit complex. It takes a long time for the customers to get used to the UI and the interface."
"I have seen many customers moving away from Collibra Lineage after using it for a couple of years because the cost-benefit analysis does not give them a favorable report."
"The solution's search functionality can be improved"
"It would be better if there was a way to import all data and metadata in an automatic way in one block form."
"There are a lot of gaps in Collibra's support and documentation."
 

Pricing and Cost Advice

Information not available
"Collibra Governance is an expensive solution."
"Collibra provides you with a license based on the subscription model that you purchase."
"Collibra offers a per-user licensing model."
"Collibra Catalog is fairly priced - I would rate their pricing seven out of ten."
"I think they have a trust issue. I did not like the way they recently went through the process. They were like, "Finish this SOW first, only then will we sign the other SOW." Or, "Finish this code." I didn't like that much."
"I am not so much aware of price details. Initially, there was an add-on NuSoft license to use the DVC connector that NuSoft gives to create integrations, but Collibra is now phasing out of it slowly. Collibra is cutting ties with them is what we have been led to believe, and we have started developing on Spring Boot, which is open source."
"Collibra is a bit expensive."
"I would say it's probably in line with what other vendors charge for licensing."
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Healthcare Company
14%
Manufacturing Company
11%
Media Company
10%
Financial Services Firm
19%
Computer Software Company
9%
Manufacturing Company
8%
Insurance Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business20
Midsize Enterprise9
Large Enterprise55
 

Questions from the Community

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Earn 20 points
What needs improvement with Collibra Data Intelligence Platform?
A separate team did the setup for this tool and was involved in setting it up. When they were doing the setup, it was a significant upfront investment in terms of the configuration, modeling, and g...
What is your primary use case for Collibra Data Intelligence Platform?
I am a user who has worked at companies that use Collibra Platform as their data catalog and data intelligence platform tool. My first company, MetLife, used Collibra Platform, but I wouldn't know ...
What advice do you have for others considering Collibra Data Intelligence Platform?
My advice to others looking into using Collibra Platform is to use it in cloud because that is the best solution. I give this review a rating of 10 out of 10.
 

Also Known As

AtScale, AtScale Intelligence Platform
Data Intelligence Platform, Collibra AI Governance, Collibra Catalog, Collibra Governance, Collibra Lineage, Collibra Privacy & Risk
 

Overview

 

Sample Customers

Rakuten, TD Bank, Aetna, Glaxo-Smith Kline, Biogen, Toyota, Tyson
AXA XL, DNB, Adobe, PMI, Holland America Line, UC Davis Health, Cox Automotive
Find out what your peers are saying about Microsoft, Collibra, Informatica and others in Data Governance. Updated: January 2026.
881,733 professionals have used our research since 2012.