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

Ataccama and Oracle are both solutions in the Data Quality category. Ataccama is ranked #4 with an average rating of 7.7, while Oracle is ranked #16. Ataccama holds a 4.9% mindshare in DQ, compared to Oracle’s 2.8% mindshare. Additionally, 100% of Ataccama users are willing to recommend the solution, compared to 88% of Oracle users who would recommend it.

Ataccama ONE Platform

Read 15 Ataccama ONE Platform reviews

2,954 Views
1,063 Comparison Views

100% willing to recommend

Oracle Enterprise Data Qual...

Read 8 Oracle Enterprise Data Quality (EDQ) reviews

543 Views
538 Comparison Views

88% willing to recommend

Ataccama ONE Platform

Oracle Enterprise Data Qual...

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Executive SummaryUpdated on Dec 11, 2025

Oracle Enterprise Data Quality and Ataccama ONE Platform are competitive products offering data quality solutions. Ataccama ONE Platform tends to lead with comprehensive features due to its advanced AI-driven capabilities.

Features: Oracle EDQ is notable for its data profiling, matching, and cleansing capabilities, excelling in real-time data processing and offering strong support in integrating data across systems. Ataccama ONE Platform offers advanced AI-driven data quality, big data integration, and automated data governance features, making it adaptable for diverse data landscapes.

Room for Improvement: Oracle EDQ could enhance its AI-driven features and extend its capabilities for big data environments for better scalability. Its data governance functions might require more automation to keep pace with dynamic data ecosystems. Enhanced integration with modern data platforms would also be beneficial. Ataccama ONE Platform could streamline its deployment process to make it less complex. Expanding its support for smaller enterprises with simplified licensing and pricing models could widen its user base. Improvements in user interface simplicity could further enhance its accessibility and user experience.

Ease of Deployment and Customer Service: Oracle EDQ generally offers a simpler deployment process with reliable customer support, crucial for organizations looking for smooth and efficient implementation. Ataccama ONE Platform, while offering a more complex deployment process due to its extensive capabilities, compensates with a highly responsive and supportive customer service structure.

Pricing and ROI: Oracle EDQ typically presents a more competitive initial setup cost, offering potentially quicker ROI for businesses prioritizing budget. Ataccama ONE Platform, despite higher upfront expenses, provides substantial long-term value through its advanced feature set and ability to scale with business growth.

To learn more, read our detailed Ataccama ONE Platform vs. Oracle Enterprise Data Quality (EDQ) Report (Updated: December 2025).

Buyer's Guide

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

December 2025

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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

4th

Average Rating

7.8

Reviews Sentiment

6.7

Number of Reviews

Ranking in other categories

Data Scrubbing Software (4th), Master Data Management (MDM) Software (5th), Data Governance (10th), AI Observability (39th)

Oracle Enterprise Data Qual...

Ranking in Data Quality

16th

Average Rating

8.4

Reviews Sentiment

7.9

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of January 2026, in the Data Quality category, the mindshare of Ataccama ONE Platform is 4.9%, down from 8.7% compared to the previous year. The mindshare of Oracle Enterprise Data Quality (EDQ) is 2.8%, up from 1.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Quality Market Share Distribution
Product	Market Share (%)
Ataccama ONE Platform	4.9%
Oracle Enterprise Data Quality (EDQ)	2.8%
Other	92.3%

Data Quality

Featured Reviews

Akhil Danturti

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.

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Venkatraman Bhat

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.

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Quotes from Members

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

Pros

"Customer service was excellent, and I would give it a ten out of ten."

"The notable aspect lies in the workflow structure, where building the workflow aligns significantly with data governance."

"Ataccama ONE Platform has positively impacted my organization by being much cheaper compared to other DQ tools and providing very good support."

"At the beginning, we had almost 80 percent data quality, and after using Ataccama ONE Platform, we reached 90 percent."

"The ease of use of the user console is valuable."

"The drag-and-drop feature is incredibly flexible and straightforward."

"Ataccama ONE Platform goes to some large corporations, we are using it for very big data, there is a lot of data being processed by Ataccama in our organization, and it is very good in scalability."

"Ataccama ONE Platform has helped us narrow it down to sixty-five million, which is a big win—at least a twenty million reduction in the data size or the storage size."

More Ataccama ONE Platform pros

"With Oracle Data Quality, the most valuable feature is entity matching."

"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."

"The features I like most about Oracle Data Quality include extraction, transformation, and validation, which makes it a multipurpose product such as Oracle GoldenGate and Oracle Data Integrator. I also like that Oracle Data Quality is very fast, so you can use it for a large volume of data within a short period. You have to do the validation very quickly, so the solution helps in that area of data quality. Another feature of Oracle Data Quality that I like is the MDM (Master Data Management) where you'll have a single source of protection, and this makes the solution perfect and helpful to my company."

Cons

"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."

"The interfacing to tools such as Collibra was somewhat cumbersome and required more thought."

"When hybrid deployment is done, it doesn't have an option to load any kind of file directly into Ataccama ONE Platform."

"It is complicated to fetch 20-25 reports when we profile the data."

"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."

"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."

"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 have heard that the licensing and setup costs are quite high, especially if we try to connect for a support call."

More Ataccama ONE Platform cons

"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."

"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."

"If the length of time required for deployment was reduced then it would be very helpful."

"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."

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."

"The product is reasonably priced."

"There is no need to buy a license. You can just download it and use it for free."

"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 vendor needs to revisit their pricing strategy."

"The price of this solution is comparable to other similar solutions."

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Top Industries

By visitors reading reviews

Manufacturing Company

11%

Financial Services Firm

11%

Computer Software Company

Energy/Utilities Company

No data available

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	4
Large Enterprise	11

By reviewers
Company Size	Count
Midsize Enterprise	2
Large Enterprise	7

Questions from the Community

What needs improvement with Ataccama ONE Platform?

See all answers

What is your primary use case for Ataccama ONE Platform?

My main use case for Ataccama ONE Platform is to develop data quality rules, apply them in the monitoring project, and then triage the issues with the data quality rules. For example, we had a proj...

See all answers

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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Compared 10% of the time

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Compared 25% of the time

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Compared 16% of the time

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Compared 11% of the time

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Product Reports

Buyer's Guide

Ataccama ONE Platform

January 2026

Download Ataccama ONE Platform product report

Buyer's Guide

Data Quality

January 2026

Oracle Enterprise Data Quality (EDQ) report

Download Oracle Enterprise Data Quality (EDQ) product report

Also Known As

Ataccama DQ Analyzer

Datanomic

Overview

Ataccama ONE Platform provides a comprehensive solution for profiling, cleansing, and integrating data with a user-friendly drag-and-drop interface, enhancing data quality and governance.

Ataccama ONE Platform enhances data profiling and cleansing with easy configuration and robust integration, such as with Collibra. Users value its drag-and-drop capabilities, supporting mainframe, AI, and machine learning. The platform improves data security through profiling and masking while offering extensive integration options. Some areas needing improvement include large database handling and batch management. Additional support for social media data sources, better documentation, and clearer language would be beneficial. Enhanced interfaces, particularly with Collibra, and refined notification systems are desired. This platform suits users seeking improvements in data quality, governance classification, and data migration, connecting with sources like Microsoft SQL, Oracle, and Teradata.

What are the key features of Ataccama ONE Platform?

Data Profiling and Cleansing: Enhances data quality with easy configuration.
Flexible Integration: Seamless integration with platforms like Collibra.
Drag-and-Drop Interface: Provides ease in workflow management.
Support for AI and Machine Learning: Offers advanced analytical capabilities.
Data Security: Ensures protection with profiling and masking features.

What benefits and ROI can users expect?

Improved Data Quality: Enhances data accuracy and reliability.
Enhanced Governance: Facilitates better metadata classification and compliance.
Increased Efficiency: Streamlines data integration and transformation processes.
Advanced Analytics: Leverages AI for insightful data analysis.

In industries like finance and healthcare, Ataccama ONE Platform facilitates data quality management and ensures compliance by connecting with data sources such as Microsoft SQL and Oracle. These industries utilize it for data migration tasks, ensuring data integrity through mapping and transformation processes.

Ataccama

Oracle Enterprise Data Quality is a comprehensive tool for improving data integrity through address verification, profiling, cleansing, and synchronization.

Oracle Enterprise Data Quality empowers organizations to manage their data by ensuring integrity and consistency. It provides efficient address verification, data profiling, cleansing, and synchronization. With capabilities like entity matching, deduplication, extraction, transformation, and validation, it supports diverse data types to enhance data quality processes. While it is seamless in data matching and third-party app integration, the platform benefits organizations by supporting Master Data Management for consolidated data protection. However, improvements in documentation, ERP and warehouse integration, cloud and mobile support, and reduced deployment time could enhance the user experience. Pricing strategy and installation challenges, especially involving coding, need attention for broader accessibility.

What are the main features of Oracle Enterprise Data Quality?

Address Verification: Ensures accuracy in address data.
Data Profiling: Analyzes data characteristics for better insights.
Cleansing: Refines data by removing inaccuracies.
Data Synchronization: Aligns data across platforms effortlessly.
Entity Matching: Identifies and matches related entities.
Deduplication: Eliminates redundant data entries efficiently.
Transformation and Validation: Converts data to required formats, verifying its accuracy.

What benefits and ROI can users expect from Oracle Enterprise Data Quality?

Data Integrity: Maintains consistent data accuracy.
Reduced Redundancy: Minimizes duplicate data across systems.
Enhanced Data Governance: Strengthens data management strategies.
Improved Accuracy: Boosts the precision of data validation.
Efficient Data Processing: Accelerates data handling routines.

Industries like education find Oracle Enterprise Data Quality invaluable for systems such as university fundraising, where tracking donor contributions accurately is crucial. Used in data governance, it manages quality during ETVL processes ensuring high precision for data warehouses and Data Lakehouses.

Oracle

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,

Buyer's Guide

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

December 2025

Free Report: Ataccama ONE Platform vs. Oracle Enterprise Data Quality (EDQ)

Find out what your peers are saying about Ataccama ONE Platform vs. Oracle Enterprise Data Quality (EDQ) and other solutions. Updated: December 2025.

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