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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."
"I find the rule modification and the replication of the rules in Collibra happens very quickly."
"The automation process is very strong."
"I like the lineage feature the most because I don't think there's any other tool that actually depicts the data flow from multiple sources and the connectivities between every data element inside those sources."
"Using lineage and Collibra Catalog has helped me overall improve the trust and transparency regarding data origin and transformation."
"Collibra Catalog is simple to use and user-friendly for those who are not technically inclined since it is easy to find while also easy to see data lineage diagrams."
"One of the best features of Collibra Lineage is that it provides an end-to-end perspective of where data is used in the enterprise."
"The customization and the dashboards are pretty good."
"The feature I like most in Collibra Governance is the lineage. It lets me do lineage that you can set up, for example, technical lineage and business lineage. The solution lets me associate the right people with the right assets, so anybody who has to look at end-to-end instances can use Collibra Governance and figure it out, in terms of who to contact, what to do, and where to find what you need."
 

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 domain-based approach could be more helpful for aspects such as customer 360 and product 360."
"One of the very key drawbacks is that automation for access provisioning is not available. If I discover a data set or data product in the marketplace and want to access the data, this feature doesn't exist at all."
"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 workflow documentation must be improved."
"Where it isn't great is on older technologies that you'll typically find in finance or insurance industries, such as older types of data with VSAM or ISAM, or those types of older technologies. It just doesn't connect with them very easily."
"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."
"I'd like to see more integration with other reporting sources."
"If someone changes the metadata, we can't see who changed it."
 

Pricing and Cost Advice

Information not available
"The product is highly priced compared to other vendors."
"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 Governance is expensive - I would rate its pricing as one out of five."
"Collibra Governance is an expensive solution."
"Collibra Governance is an expensive solution."
"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."
"The solution's pricing is moderate and not very expensive."
"I think they can bring a few more features and align better with other quality products."
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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

Ask a question
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.