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Ataccama ONE Platform vs BCC Data Quality comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Feb 22, 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
4th
Ranking in Data Scrubbing Software
3rd
Average Rating
7.8
Reviews Sentiment
6.7
Number of Reviews
15
Ranking in other categories
Master Data Management (MDM) Software (4th), Data Governance (13th), AI Observability (21st)
BCC Data Quality
Ranking in Data Quality
28th
Ranking in Data Scrubbing Software
12th
Average Rating
10.0
Number of Reviews
1
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of June 2026, in the Data Quality category, the mindshare of Ataccama ONE Platform is 4.5%, down from 9.9% compared to the previous year. The mindshare of BCC Data Quality is 1.5%, up from 0.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Quality Mindshare Distribution
ProductMindshare (%)
Ataccama ONE Platform4.5%
BCC Data Quality1.5%
Other94.0%
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.
it_user831795 - PeerSpot reviewer
President
Postal sorting to the best and lowest postal rates
It is used for clients' mail list hygiene to standardize, update change of addresses, dedupe, and postal sort for mailings with postal discounted rates My company provides these services for clients in the mailing industry. This software is a must have for my company offerings. Address…

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."
"The product’s important feature is data profiling and quality check."
"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 drag-and-drop feature is incredibly flexible and straightforward."
"Customer service was excellent, and I would give it a ten out of ten."
"By understanding the existing data from various source systems, we were able to arrive at the requirements for a data quality plan, and create a separate plan to improve the data quality."
"For small databases, it is fast and convenient."
"The notable aspect lies in the workflow structure, where building the workflow aligns significantly with data governance."
"Postal sorting to the best and lowest postal rates."
"This software is a must have for my company offerings."
"It fulfills the USPS requirements for mailings​."
 

Cons

"When hybrid deployment is done, it doesn't have an option to load any kind of file directly into Ataccama ONE Platform."
"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."
"There is a notable challenge in having to provide detailed filters before the site recognizes the search criteria."
"I have heard that the licensing and setup costs are quite high, especially if we try to connect for a support call."
"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 would not say Ataccama ONE Platform is one hundred percent stable. I would rate it at seventy percent stable."
"​I use another program for deduping files. I am not comfortable with the way BCC deduping runs when deduping by full name and address.​"
 

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."
"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."
"There is no need to buy a license. You can just download it and use it for free."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
12%
Manufacturing Company
11%
Energy/Utilities Company
7%
Computer Software Company
6%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Large Enterprise11
No data available
 

Questions from the Community

What needs improvement with Ataccama ONE Platform?
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 n...
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...
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
Bell and Howell Data Quality
 

Overview

 

Sample Customers

Société Générale, First Data, Raiffeisenbank International, T-Mobile, Avast, RSA, Toronto Public Library
Perinton Publishing
Find out what your peers are saying about Informatica, Qlik, SAP and others in Data Quality. Updated: June 2026.
902,456 professionals have used our research since 2012.