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AtScale Adaptive Analytics (A3) vs Collibra Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 15, 2026

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
45th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (7th), BI (Business Intelligence) Tools (50th), BI on Hadoop (1st)
Collibra Platform
Ranking in Data Governance
2nd
Average Rating
7.8
Reviews Sentiment
6.3
Number of Reviews
79
Ranking in other categories
Metadata Management (1st), AI Governance (1st)
 

Mindshare comparison

As of May 2026, in the Data Governance category, the mindshare of AtScale Adaptive Analytics (A3) is 0.5%, up from 0.2% compared to the previous year. The mindshare of Collibra Platform is 7.6%, down from 13.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Governance Mindshare Distribution
ProductMindshare (%)
Collibra Platform7.6%
AtScale Adaptive Analytics (A3)0.5%
Other91.9%
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…
MM
Senior Consultant at Infosys
User features offer accessibility but documentation and technical support require enhancement
The configuration issues I face include troubleshooting that is not very helpful. I keep struggling with that and usually have to go to the Citizen data platform and the marketplace to get the answers I am looking for. The controlled logs and documentation need improvement, particularly regarding how to access class features that they do not control, and documentation in terms of customization and UI customization. Dashboarding needs significant improvement as the widgets are not very clear or usable, and there is not much documentation around it. To make Collibra Lineage better, additional features should be added to help technical users. They have improved significantly in terms of university courses in the last five years, but aspects such as AI governance and data notebook are not being promoted adequately. Data notebook is a very good feature, but there is a mismatch in the courses' speed and how quickly they are giving people the ability to learn about it.

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 GUI interface is nice and easy to use."
"The most valuable features of Collibra are the workflows and the data lineage capabilities."
"The solution has good workflows and is based on AIML."
"We have had no complaints about the stability."
"Rules and policies on workflows are really strong."
"The technical support from Collibra Governance is excellent, and I rate it as ten out of ten."
"We have found that Collibra Catalog is very easy to use."
"The solution's most valuable features are its scalability and how it can be integrated to any other intakes."
"Provides a good view of the data and how it's being utilized, as well as calibration quality."
 

Cons

"There was an issue with the incremental aggregation not working as indicated."
"The organization of the icons is not saved across users."
"The product was not able to meet our 10 second refresh requirements."
"The product was not able to meet our 10 second refresh requirements."
"There's still room for improvement in Collibra Governance. Right now, the solution focuses more on publishing and subscription where metadata is being consumed from all systems and processes within Collibra Governance. I'd like to see more features around external systems that let those systems start consuming or start referring things from Collibra Governance automatically, in particular, more API-based integrations, so the solution can truly work as an enterprise governance tool at the heart of the organization. There have been many cases where business stakeholders feel, "Okay. I'll be doing a manual activity because every time I have to maintain and make sure that the solution is working, for example, ensuring the reporting works, I have to go to Collibra Governance." I want this step taken out of the equation, and it has to be an automatic conversion or automatic notification that something has changed. Scalability also needs improvement in the solution. If there could be some sort of self-service where people can customize the solution a bit more, that would make Collibra Governance better. What I'd like to see in the next release of the solution is an enhanced search feature because it's what users want to use. You want to search for a term and get all details in one go. Right now, if you type a term in the Collibra Governance global search function, it returns a lot of results that you need to know how to filter and what to filter, so there should be automatic filters that give accurate information to somebody who does a search on the solution. I want Collibra Governance to provide a capability where you can search and get relevant information."
"The technical support could be better."
"The company strategy is also, honestly, infantile compared to a lot of companies."
"What I use it for is fairly rudimentary, and I don't have any complaints about it. I haven't tried to stretch the boundaries at all, but it would be nice if there were capabilities built within the system to somehow help enforce the quality and consistency across related elements that are built in the catalog. It could have intelligent capabilities built in to help maintain the quality of the data and information, such as natural language processing, machine learning, and so on."
"We are not able to ingest all the data in Collibra, and that's why we cannot do element-to-element level data tracking."
"The product must be cheaper."
"Every time you change or publish a new questionnaire for certification, you have to basically go into the code and update the new version of the questionnaire."
"If someone changes the metadata, we can't see who changed it."
 

Pricing and Cost Advice

Information not available
"I think they can bring a few more features and align better with other quality products."
"Collibra Governance is extremely expensive"
"It is substantial, and we do pay yearly."
"There are different levels of licenses. For example, some users can only do read-only licenses, and others have the stewardship license where they can give access to users."
"Many of our customers I spoke to felt that the solution is a bit highly-priced."
"We purchase its annual license. There is an extra cost for additional users."
"Generally, it is a rather expensive solution compared to some other tools in the market, but I found it to be fair-priced for its capabilities."
"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."
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Top Industries

By visitors reading reviews
Healthcare Company
13%
Financial Services Firm
11%
Computer Software Company
10%
Manufacturing Company
10%
Financial Services Firm
18%
Computer Software Company
8%
Manufacturing Company
8%
Insurance Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business23
Midsize Enterprise12
Large Enterprise57
 

Questions from the Community

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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: April 2026.
893,221 professionals have used our research since 2012.