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Ataccama ONE Platform vs Prometheus-AI Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 28, 2025

Review summaries and opinions

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

ROI

Sentiment score
6.1
Ataccama ONE reduced costs by enhancing data quality, speeding tasks, and minimizing teams, though not all users saw returns.
Sentiment score
8.5
Prometheus is a free, efficient monitoring tool that saves time and money compared to AWS services, offering significant returns.
Legally, financially, and reputationally, addressing these data quality issues was crucial, and implementing Ataccama was a major step for them.
Senior Architect at SourcEdge
Money got saved and time got saved because previously, data quality was addressed through SQL and Python.
Data Governance Analyst at Entain India
Using open-source Prometheus saves me money compared to AWS native services.
Senior DevOps Engineer at Alibaba Group
 

Customer Service

Sentiment score
7.1
Ataccama ONE Platform's customer service is praised for effectiveness, but concerns include prolonged issue resolution and cost-related chat support suggestions.
Sentiment score
4.0
Prometheus-AI Platform support relies on documentation and an active open source community, utilizing forums and internal company resources.
MetLife worked with senior developers who made a positive impact on our experience.
Senior Architect at SourcEdge
We can raise a ticket using Jira, and they address it as soon as possible based on priority.
Data Governance Analyst at Entain India
If it is a small issue, they tend to respond very quickly and they try to answer the question.
Data Engineer lV at a consultancy with 11-50 employees
Prometheus does not offer traditional technical support.
Senior DevOps Engineer at Alibaba Group
 

Scalability Issues

Sentiment score
5.3
Ataccama ONE is scalable, praised for data flexibility, but may face performance issues with large datasets in cloud environments.
Sentiment score
6.9
Prometheus-AI Platform excels in scalability, widely used across industries with streamlined maintenance and seamless integration enhancing enterprise performance.
As the volume increases, the performance of Ataccama ONE Platform decreases.
data engineer at a tech vendor with 10,001+ employees
Ataccama ONE Platform's scalability is high, supporting large volumes of data and complex logic with flexible deployment options.
Data Governance Analyst at Entain India
There was a concern with the architectural team about how much processing Ataccama ONE would need as usage scaled up.
Senior Architect at SourcEdge
Prometheus is scalable, with a rating of ten out of ten.
Senior DevOps Engineer at Alibaba Group
 

Stability Issues

Sentiment score
7.4
Ataccama ONE is stable and reliable, with minor issues mostly during upgrades; users rate it 70-80% stable.
Sentiment score
8.9
Prometheus-AI Platform is praised for stability and versatility in deployment, despite occasional minor performance issues from external factors.
The updates were worth implementing, with no significant problems observed.
Senior Architect at SourcEdge
We are still developing the application, so there have not been many crashes or instabilities.
Data Engineer lV at a consultancy with 11-50 employees
Ataccama ONE Platform is stable.
master data analyst operation at a manufacturing company with 5,001-10,000 employees
Deploying it on multiple instances or using Kubernetes for automatic management has enhanced its stability.
Senior DevOps Engineer at Alibaba Group
 

Room For Improvement

Ataccama ONE Platform faces performance, integration, documentation, and usability challenges needing improvements for better data handling and governance.
Prometheus-AI requires improvements in query language, user interface, scalability, integration, error handling, affordability, and ease of use.
The documentation part can be improved because documentation is key for any organization or tool.
Data Governance Analyst at Entain India
It would be beneficial if these interactions could be more plug-and-play and less code-intensive, making them more efficient and easier to set up.
Senior Architect at SourcEdge
After every change and every match and merge rule you apply, you need to reprocess the entire record, which has to again go through the match and merge rules.
data engineer at a tech vendor with 10,001+ employees
 

Setup Cost

Ataccama ONE Platform pricing is reasonable, with additional fees for features, impacting organizations with specific data security needs.
Prometheus-AI Platform offers an affordable open-source monitoring solution, with options for managed services at extra costs.
What made the costing a problem with Ataccama ONE Platform is related to licensing, as it is every one year.
data engineer at a tech vendor with 10,001+ employees
The only concern I had was that some features like address validation cost a little extra with the basic plan.
Data Governance Analyst at Entain India
I have heard that the licensing and setup costs are quite high, especially if we try to connect for a support call.
Data Analyst, Quality Assurance Specialist at a tech vendor with 10,001+ employees
Prometheus is cost-effective for me as it is free.
Senior DevOps Engineer at Alibaba Group
 

Valuable Features

Ataccama ONE Platform excels in user-friendly data management, offering automation, scalability, and AI features for enhanced governance.
Prometheus-AI Platform provides scalable, customizable monitoring with extensive integrations, fast storage, and reliable dashboards, supported by a strong community.
We were able to interface bidirectionally with Collibra for data governance, catching data quality issues before propagating through the system.
Senior Architect at SourcEdge
It is very good in scalability.
Data Engineer lV at a consultancy with 11-50 employees
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. Now, we complete those tasks in less than two or three days due to the automation and one-time task capability.
Data Analyst, Quality Assurance Specialist at a tech vendor with 10,001+ employees
It allows me to save money by avoiding costs associated with AWS native services like CloudWatch or Amazon Prometheus.
Senior DevOps Engineer at Alibaba Group
 

Categories and Ranking

Ataccama ONE Platform
Ranking in Data Scrubbing Software
5th
Average Rating
7.8
Reviews Sentiment
6.7
Number of Reviews
15
Ranking in other categories
Data Quality (4th), Master Data Management (MDM) Software (6th), Data Governance (15th), AI Observability (16th)
Prometheus-AI Platform
Ranking in Data Scrubbing Software
3rd
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
ERP (11th), Enterprise Asset Management (EAM) (3rd)
 

Mindshare comparison

As of January 2026, in the Data Scrubbing Software category, the mindshare of Ataccama ONE Platform is 6.1%, down from 7.0% compared to the previous year. The mindshare of Prometheus-AI Platform is 2.5%, up from 0.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Scrubbing Software Market Share Distribution
ProductMarket Share (%)
Prometheus-AI Platform2.5%
Ataccama ONE Platform6.1%
Other91.4%
Data Scrubbing Software
 

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.
MuhammadAzhar Khan - PeerSpot reviewer
Senior DevOps Engineer at Alibaba Group
Free to use and provides valuable monitoring capabilities
Prometheus is a scalable and flexible tool that I can deploy on any cloud platform. It is free to use and provides valuable monitoring capabilities. It allows me to save money by avoiding costs associated with AWS native services like CloudWatch or Amazon Prometheus. The ability to deploy on any cloud platform or environment, including Kubernetes, is a major advantage.
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Top Industries

By visitors reading reviews
Financial Services Firm
12%
Manufacturing Company
12%
Computer Software Company
10%
Energy/Utilities Company
7%
Financial Services Firm
21%
Computer Software Company
12%
Manufacturing Company
7%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business4
Large Enterprise11
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise8
Large Enterprise13
 

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...
What do you like most about Prometheus?
The most valuable feature of Prometheus is its ability to collect metrics.
What is your experience regarding pricing and costs for Prometheus?
Prometheus is cost-effective for me as it is free. Using cloud-native alternatives like Amazon Prometheus would incur charges.
What is your primary use case for Prometheus?
I use Prometheus for monitoring purposes in IT infrastructure. It is particularly useful for environments using Kubernetes, as it monitors ports, containers, instances, and applications effectively.
 

Also Known As

Ataccama DQ Analyzer
Utopia Data Quality
 

Overview

 

Sample Customers

Société Générale, First Data, Raiffeisenbank International, T-Mobile, Avast, RSA, Toronto Public Library
Harley-Davidson Motor Company, Roche Diagnostics Corporation, Harman International Industries Inc., Hilmar Cheese Company, International Rectifier Corporation, Electrolux USA, GE Fanuc Intelligent Platforms, Rio Tinto Limited, Pertamina Pusat, Petrofac International Ltd, Cintas Corporation, Diyar United Company, Nortel Networks, Verizon
Find out what your peers are saying about Ataccama ONE Platform vs. Prometheus-AI Platform and other solutions. Updated: December 2025.
879,371 professionals have used our research since 2012.