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Ataccama ONE Platform vs Oracle Enterprise Data Quality (EDQ) comparison

 

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

Ataccama ONE Platform
Ranking in Data Quality
3rd
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
16
Ranking in other categories
Data Scrubbing Software (3rd), Master Data Management (MDM) Software (5th), Data Governance (14th), AI Observability (22nd)
Oracle Enterprise Data Qual...
Ranking in Data Quality
13th
Average Rating
8.4
Reviews Sentiment
7.9
Number of Reviews
8
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the Data Quality category, the mindshare of Ataccama ONE Platform is 4.5%, down from 9.3% compared to the previous year. The mindshare of Oracle Enterprise Data Quality (EDQ) is 3.6%, up from 1.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Quality Mindshare Distribution
ProductMindshare (%)
Ataccama ONE Platform4.5%
Oracle Enterprise Data Quality (EDQ)3.6%
Other91.9%
Data Quality
 

Featured Reviews

Akhil Danturti - PeerSpot reviewer
Data Governance Analyst at Entain India
Streamlines reusable data quality rules and has highlighted the need for richer logic and documentation
I worked in Ataccama ONE Platform from version 5 and now we have version 15, which has improved a lot. However, there is still considerable scope for improvement because Ataccama ONE Platform was not that great around 2020 when I started working with it. There can still be more features including writing any logic, improving more keywords for logic building, and enhancing address validation, based on my understanding. User experience is actually good; I do not have any complaints or feedback on that. However, the documentation part can be improved because documentation is key for any organization or tool. If anything is needed for understanding, you have to rely on documentation. Ataccama's documentation has potential for improvement.
Venkatraman Bhat - PeerSpot reviewer
Deliver Head - Database and Infrastructure Cloud Services at Tech Mahindra Limited
Fast, has good extraction, validation, and transformation features, and provides good support
Though validation is good and fast enough in Oracle Data Quality, an area for improvement is the accuracy of the validation. Though the solution offers multidimensional validation, it needs a bit more improvement in the accuracy aspect because smaller products can offer better accuracy in terms of validation compared to Oracle Data Quality. What I'd like to see from the solution in its next release, is an increase in compliances and regulations that would allow it to cover all industries because multiple verticals demand data quality nowadays, and this improvement will be helpful as Oracle Data Quality is an in-built delivered solution.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"At the beginning, we had almost 80 percent data quality, and after using Ataccama ONE Platform, we reached 90 percent."
"It is also easy to deploy."
"Ataccama ONE Platform has positively impacted my organization by being much cheaper compared to other DQ tools and providing very good support."
"Ataccama ONE Platform has positively impacted our organization because before its implementation, completing tasks such as more than 100 or thousands of rules took more than a week, and now we complete those tasks in less than two or three days due to the automation and one-time task capability."
"I was able to ascertain that elements of information was or was not of value to the migration process, thus saving money in the migration project."
"The data profile itself is excellent. You can understand the quality of the data in layman's terms."
"The product’s important feature is data profiling and quality check."
"The software itself is quite good and met all my requirements."
"OEDQ helped us to define Data Quality issues from a business perspective by business users and ability to manage those issues within our ETL tool (Oracle Data Integrator - ODI)."
"I have found the most valuable features to be data cleansing and deduplication."
"Once it is set up, it is easy to use and maintain."
"Compared to the competition, Oracle Data Quality is a very flexible and advanced product."
"With Oracle Data Quality, the most valuable feature is entity matching."
"However, I think Oracle Data Quality is definitely worth giving a try."
"I'd recommend this solution to anyone who is using data quality or would want to know the quality of data in their company and fix the data."
"The quality of data has vastly improved and our business intelligence reports are accurate in real time."
 

Cons

"I think the algorithms used in Ataccama ONE Platform need to be defined more and more to figure out things much more perfectly than they are now."
"I would not say Ataccama ONE Platform is one hundred percent stable. I would rate it at seventy percent stable."
"It was a little tough for my team to learn and start using Ataccama ONE Platform because the documentation at that time was not good."
"Data movement is a pain."
"The interfacing to tools such as Collibra was somewhat cumbersome and required more thought."
"They could focus more on marketing the product. The current marketing strategy is not working."
"Although DQA can fetch data from most of the commonly used data sources, it has limited modifiers to get data, meaning that the number of technologies from which the data can be acquired is limited. For example, DQA does not support fetching data from Twitter or Facebook. Many competitors have this feature."
"Speaking specifically about the version we use, version 12.3, I'm unsure if this has been addressed in subsequent versions. One improvement I'd like to see pertains to the language used in certain components, especially in data quality checks. The language complexity posed a challenge for beginners. Although we had on-site assistance from Ataccama, making it manageable for us, some individuals found it difficult to comprehend, necessitating additional support. The provision of a comprehensive guide for on-premise installation can also be enhanced. The lack of detailed information on the solution's workings and the overwhelming nature of notifications, with extensive content, were areas of concern. Streamlining the notification content in newer versions would significantly expedite issue resolution."
"Integration performance and availability of out of the box integration to more products (ERP Tools, Data Cleansing Software etc.)."
"Though validation is good and fast enough in Oracle Data Quality, an area for improvement is the accuracy of the validation. Though the solution offers multidimensional validation, it needs a bit more improvement in the accuracy aspect because smaller products can offer better accuracy in terms of validation compared to Oracle Data Quality. What I'd like to see from the solution in its next release, is an increase in compliances and regulations that would allow it to cover all industries because multiple verticals demand data quality nowadays, and this improvement will be helpful as Oracle Data Quality is an in-built delivered solution."
"Mobile support and mobile app can be implemented, since business users generally prefers to work with their laptops and mobile phones."
"Oracle Data Quality should integrate with data warehousing solutions such as Azure and CWS Office. For example, having the ability to integrate with tools, such as Azure Synapse and SQL data warehousing would be a great benefit."
"If the length of time required for deployment was reduced then it would be very helpful."
"Oracle is currently not that intuitive. We need to use programmers to write code for a lot of the procedures. We need to have them write CL SQL code and write a CL script."
"We have experienced some system crashes i.e. when tying to run Data Profiling Processes for very large data sets."
"The initial setup was complicated, there is a lot of configuration that needs to be done."
 

Pricing and Cost Advice

"Our licensing model wasn't user-specific; instead, we paid fees for the engine and maintenance. As we didn't have a support contract, maintenance fees were likely nonexistent. Regarding the upgrade, we had an account for the initial two or three years, and considering the features provided by the solution, the pricing was reasonable."
"Despite not being extremely low-cost, the pricing appears reasonable, making it a profitable and viable choice for companies that prioritize data security and adhere to specific policies."
"The product is reasonably priced."
"There is no need to buy a license. You can just download it and use it for free."
"The price of this solution is comparable to other similar solutions."
"The vendor needs to revisit their pricing strategy."
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Top Industries

By visitors reading reviews
Financial Services Firm
11%
Manufacturing Company
10%
Outsourcing Company
7%
Computer Software Company
5%
Construction Company
15%
Comms Service Provider
11%
Outsourcing Company
9%
Manufacturing Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Large Enterprise12
By reviewers
Company SizeCount
Midsize Enterprise2
Large Enterprise7
 

Questions from the Community

What needs improvement with Ataccama ONE Platform?
For improvement, I feel there is a size issue. Whenever we create a monitoring project with a large amount of data, such as multiple catalogs, it starts failing. If that size issue can be fixed, At...
What is your primary use case for Ataccama ONE Platform?
My main use case for Ataccama ONE Platform is to create data quality rules and perform profiling of my data, majorly focused on data quality. A specific example of how I used Ataccama ONE Platform ...
What advice do you have for others considering Ataccama ONE Platform?
Ataccama ONE Platform was on-premise before but has moved to a hybrid cloud now. Ataccama ONE Platform integrates with other tools or systems in my organization. Ataccama ONE Platform connects with...
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Also Known As

Ataccama DQ Analyzer
Datanomic
 

Overview

 

Sample Customers

Société Générale, First Data, Raiffeisenbank International, T-Mobile, Avast, RSA, Toronto Public Library
Roka Bioscience, Statistics Centre _ Abu Dhabi , Raymond James Financial inc., CaixaBank, Industrial Bank of Korea, Posco, NHS Business Services Authority, RWE Power, LIFE Financial Group,
Find out what your peers are saying about Ataccama ONE Platform vs. Oracle Enterprise Data Quality (EDQ) and other solutions. Updated: August 2026.
908,800 professionals have used our research since 2012.