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AtScale Adaptive Analytics (A3) vs Collibra Platform comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Jun 3, 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
43rd
Average Rating
5.0
Number of Reviews
1
Ranking in other categories
Data Virtualization (7th), BI (Business Intelligence) Tools (45th), BI on Hadoop (1st)
Collibra Platform
Ranking in Data Governance
1st
Average Rating
8.0
Reviews Sentiment
6.2
Number of Reviews
90
Ranking in other categories
Metadata Management (1st), AI Governance (1st)
 

Mindshare comparison

As of September 2026, in the Data Governance category, the mindshare of AtScale Adaptive Analytics (A3) is 0.6%, up from 0.2% compared to the previous year. The mindshare of Collibra Platform is 8.4%, down from 11.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Governance Mindshare Distribution
ProductMindshare (%)
Collibra Platform8.4%
AtScale Adaptive Analytics (A3)0.6%
Other91.0%
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…
AK
Senior Consultant at Morgan Stanley
Data governance has transformed business glossaries and now drives AI-ready insights
I think it's a great platform. Searching can be made a little better. The data marketplace which it provides is also great, but sometimes when we are searching an element and we know we are not sure if we can find it or if we have missed it. Listing data domains in one place for quick visibility will be an add-on. I am not a hardcore coder. For a coder to create workflows and automate the process, I needed to learn Groovy script and create some workflows. In the automation part, I think it can also introduce a low-code, no-code platform where we can connect different connectors and we can quickly create some automated workflows, if at basic level only, because the next big thing is automation and AI. Low-code, no-code platforms are being used by everyone. I think that will be useful. When I look for a data domain, I'm not able to find it very quickly. For a business owner to know data domains and search data domains, it could be made a little easier. Also, the automation part needs improvement. We are only able to enter the data manually or connect to a data source, but now we want to create some workflows as well. That's why I've chosen a rating of eight. Otherwise, it's really great.

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 most valuable features are its scalability and how it can be integrated to any other intakes."
"The main benefits that Collibra Lineage provides include measurable advantages."
"The client is pretty happy with the Collibra work so far."
"Collibra Platform has positively impacted my organization by helping identify quicker when we have data quality issues and their root cause, which has made a difference in saving time, reducing errors, and improving decision-making."
"Collibra Governance's most valuable features are data lineage and stewardships."
"As far as the functionality of the tool is concerned, it's pretty slick."
"I help organizations uplift their data governance using Collibra Platform, which has positively impacted our organization."
"It shows how the data was transformed on the way and how the solutions were derived, and any stakeholder in the company can see a very detailed visualization of the path of the data from the row to the report or the dataset to which machine learning was applied, for example."
 

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."
"The platform can sometimes be unstable, particularly in terms of speed and reconnection issues."
"More automation and artificial intelligence involvement are necessary. Reducing required employee involvement and enhancing ease of use are vital."
"Since we do have a lot of older legacy systems, things that aren't greenfield, if you will, it adds a lot more overhead than what we were originally led to believe when we originally purchased the product."
"There should be more detailed documentation on the selectors and certain information, and a reduction in cost as compared to other tools."
"Scalability also needs improvement in the solution."
"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."
"The price of Collibra Governance could improve."
"It should have more integrations with things like CyberArk because its main purpose is GDPR implementation. We have to have more scope for things that implement more privacy. CyberArk makes sure your credentials are vaulted and your things are secure when you're creating your integrations or connecting to an application. I do believe that they are working on this feature."
 

Pricing and Cost Advice

Information not available
"Many of our customers I spoke to felt that the solution is a bit highly-priced."
"I think they can bring a few more features and align better with other quality products."
"There are different licenses available for Collibra Lineage based on what kind of access you want. If you want, for example, a read-only license they have different ones to pick from."
"We purchase its annual license. There is an extra cost for additional users."
"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."
"The product is highly priced compared to other vendors."
"I would say it's probably in line with what other vendors charge for licensing."
"Collibra provides you with a license based on the subscription model that you purchase."
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Top Industries

By visitors reading reviews
Healthcare Company
14%
Comms Service Provider
14%
Manufacturing Company
12%
Construction Company
10%
Financial Services Firm
15%
Outsourcing Company
8%
Computer Software Company
8%
Manufacturing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business24
Midsize Enterprise14
Large Enterprise65
 

Questions from the Community

Ask a question
Earn 20 points
What needs improvement with Collibra Data Intelligence Platform?
I have already had discussions with the Collibra Platform team regarding improvements. Having a more intuitive search and better natural language search queries would help business users more. Ther...
What is your primary use case for Collibra Data Intelligence Platform?
I utilize Collibra Platform for data catalog, data marketplace, and data governance-related activities. I have multiple data sources, and I perform extraction of data from those specific data sourc...
What advice do you have for others considering Collibra Data Intelligence Platform?
Collibra Platform is a good choice when selecting a data governance or data cataloging solution. I would recommend starting with a clear business use case and then cataloging everything at once, wh...
 

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 Collibra, Microsoft, Informatica and others in Data Governance. Updated: September 2026.
913,924 professionals have used our research since 2012.