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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
46th
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (6th), BI (Business Intelligence) Tools (51st), 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 (2nd), AI Governance (1st)
 

Mindshare comparison

As of January 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 9.2%, down from 13.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Governance Market Share Distribution
ProductMarket Share (%)
Collibra Platform9.2%
AtScale Adaptive Analytics (A3)0.4%
Other90.4%
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 1,001-5,000 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 solution's technical support is helpful and responsive."
"It's incredibly 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."
"On a scale of 1 to 10, I would rate Collibra Data Intelligence Platform a 10."
"We achieved 30% of time saved, and the platform is easy to use."
"It enables a linear view of the data assets across different levels, providing a comprehensive understanding."
"Collibra Catalog allows us to automate metadata management, significantly saving time, effort, and finances."
"Collibra is very good at talking to modern database systems like a normal RDBMS, a DB2, or a SQL server or an Oracle."
 

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 there was a way to import all data and metadata in an automatic way in one block form."
"With Collibra Data Intelligence Platform, users need to create and establish connections, which requires entering connection details. This process is more time-consuming in Collibra Data Intelligence Platform compared to Purview, where everything can be done in minutes."
"Regarding licensing, I find it is one of the more expensive options, so it is not particularly affordable."
"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."
"Collibra Lineage could improve connectively. If they can offer more out-of-the-box connectors, which come as in a package compared to you having to go and buy a lot in the marketplace for certain specific connectors."
"There are a lot of gaps in Collibra's support and documentation."
"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."
"There is an issue with Collibra Catalog's pricing model, especially for organizations with many databases, as the initial package comes with a limited number of connectors."
 

Pricing and Cost Advice

Information not available
"Collibra provides you with a license based on the subscription model that you purchase."
"Collibra Governance is extremely expensive"
"Collibra is a bit expensive."
"The solution's pricing is moderate and not very expensive."
"I think it is on a yearly basis, but I'm not involved with the pricing session, so I have no idea. There are several licenses for different models. You get one license per product, but a lot of features are controlled separately through different licenses. So, as and when you want to use a feature, you have to procure the license for that feature."
"Many of our customers I spoke to felt that the solution is a bit highly-priced."
"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."
"Collibra Catalog is fairly priced - I would rate their pricing seven out of ten."
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Healthcare Company
13%
Manufacturing Company
11%
Media Company
10%
Financial Services Firm
19%
Computer Software Company
9%
Manufacturing Company
8%
Insurance Company
7%
 

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

Ask a question
Earn 20 points
What needs improvement with Collibra Data Intelligence Platform?
Collibra Platform can be improved by adding more connectors to the ecosystems.
What is your primary use case for Collibra Data Intelligence Platform?
Collibra Platform serves as the central place to document, govern, and understand our data assets. I use Collibra Platform in my day-to-day work to build out a business glossary and the data catalo...
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.
881,082 professionals have used our research since 2012.