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Ataccama ONE Platform vs Prometheus-AI Platform comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Sep 21, 2025

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 Scrubbing Software
3rd
Average Rating
8.0
Reviews Sentiment
7.1
Number of Reviews
10
Ranking in other categories
Data Quality (4th), Master Data Management (MDM) Software (4th), Data Governance (11th)
Prometheus-AI Platform
Ranking in Data Scrubbing Software
2nd
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
ERP (11th), Enterprise Asset Management (EAM) (2nd)
 

Mindshare comparison

As of October 2025, in the Data Scrubbing Software category, the mindshare of Ataccama ONE Platform is 6.1%, down from 7.5% compared to the previous year. The mindshare of Prometheus-AI Platform is 1.2%, up from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Scrubbing Software Market Share Distribution
ProductMarket Share (%)
Prometheus-AI Platform1.2%
Ataccama ONE Platform6.1%
Other92.7%
Data Scrubbing Software
 

Featured Reviews

JohnZacharkan - PeerSpot reviewer
Enhanced data quality with machine learning support in diverse environments
We used Ataccama ONE to read data from the mainframe for a data quality perspective. There's a significant lack in that area with tools being able to interface with mainframe. MetLife has a diverse environment, including DB2, Oracle, SQL Server, legacy, and vSAN files. Being able to work in these various environments and put them to a single data quality tool was very appealing. Additionally, Ataccama supported AI and machine learning, which was one of the features I liked. Furthermore, we were able to interface bidirectionally with Collibra for data governance, catching data quality issues before propagating through the system.
MuhammadAzhar Khan - PeerSpot reviewer
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.

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 desktop version of the solution was particularly valuable to me, primarily for creating components. We opted for the data quality aspect to assess the quality of our data warehouse. The functionalities available allowed us to not only check data quality but also serve as an ETL tool. This versatility enabled data transformation and storage in various formats, including files on platforms like SharePoint or local online directories. The flexibility of the tool catered to the specific needs of those building components, contributing to our desired outcomes."
"The drag-and-drop feature is incredibly flexible and straightforward."
"The product’s important feature is data profiling and quality check."
"The ease of use of the user console is valuable."
"It is also easy to deploy."
"The notable aspect lies in the workflow structure, where building the workflow aligns significantly with data governance."
"The data profile itself is excellent. You can understand the quality of the data in layman's terms."
"I like its lightweight configuration functions."
"The most valuable feature is that we can receive information in different formats."
"It is highly valuable as it serves as the foundation for our infrastructure monitoring tools."
"The product's initial setup phase is very easy."
"Prometheus is an open-source product that helps mold and improve it per our requirements. It is a lightweight solution that gives you many different metrics you can use in your application. The product offers complete granularity of your infrastructure. It integrates seamlessly with other tools like Grafana, which offers dashboard visibility. Prometheus is an extensively used product. I haven't seen any organization that is not using it."
"It is a stable solution...Based on the feedback I have received from my colleagues in our company's IT department, the setup phase of the solution is relatively easy."
"The solution is useful to collect huge metrics."
"The most valuable features of Prometheus are the many functions available. The functions are helpful for understanding the behavior of applications and infrastructure."
 

Cons

"They could focus more on marketing the product. The current marketing strategy is not working."
"Data movement is a pain."
"It is complicated to fetch 20-25 reports when we profile the data."
"I believe it would be beneficial if it could enhance its flexibility to connect with a wider range of downstream systems beyond just Excel and Postgres."
"There is a notable challenge in having to provide detailed filters before the site recognizes the search criteria."
"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."
"The interfacing to tools such as Collibra was somewhat cumbersome and required more thought."
"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 setup process could be more straightforward."
"A slight alteration to the user interface should be made to increase efficiency and streamline the process. Currently, we are utilizing Prometheus to gather and compile metrics and then utilizing Grafana to display them in the form of a graph. However, I believe that Prometheus has the capability to handle both of these tasks on its own, with perhaps the addition of a supplementary plugin. By doing so, the need for utilizing two separate applications will be eliminated."
"The solution's error handling part could be improved."
"The scalability must be improved."
"The alert functionality is kind of lackluster."
"Its stability could be even better."
"Prometheus has a learning curve when setting it up. It definitely requires a little bit more hands-on than other solutions. It is an open source solution which means you do need to go through and read the literature that they have online for setting it up. The setup could be made easier."
"If you are not quite technical, it can be pretty hard to understand the way it works and how to query data in Prometheus."
 

Pricing and Cost Advice

"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 product is reasonably priced."
"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 tool is open-sourced."
"We have the open-source version, so we don't pay for it."
"The solution is open source."
"The price of Prometheus is good, it is affordable because it is open source and there is no cost to it. You put it on your own server and the costs incurred completely depend on how you set it up."
"Prometheus is available as an open-source product."
"The solution is free of cost."
"The product is free."
"We use the solution's open-source version."
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Top Industries

By visitors reading reviews
Financial Services Firm
13%
Manufacturing Company
10%
Computer Software Company
9%
Insurance Company
9%
Financial Services Firm
24%
Computer Software Company
13%
Manufacturing Company
6%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Large Enterprise7
By reviewers
Company SizeCount
Small Business14
Midsize Enterprise8
Large Enterprise12
 

Questions from the Community

What do you like most about Ataccama ONE Platform?
The notable aspect lies in the workflow structure, where building the workflow aligns significantly with data governance.
What needs improvement with Ataccama ONE Platform?
The interfacing to tools such as Collibra was somewhat cumbersome and required more thought. While it was possible to configure these interfaces, they required some coding. It would be beneficial i...
What is your primary use case for Ataccama ONE Platform?
Some of the use cases for Ataccama ONE included data quality, identifying and mapping to Collibra, which was their data governance tool. It was critical for them to interface directly with that too...
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: October 2025.
869,566 professionals have used our research since 2012.