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Prometheus-AI Platform vs SQL Power Data Quality comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Mar 29, 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

Prometheus-AI Platform
Ranking in Data Scrubbing Software
5th
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
ERP (23rd), Enterprise Asset Management (EAM) (7th)
SQL Power Data Quality
Ranking in Data Scrubbing Software
7th
Average Rating
8.8
Number of Reviews
4
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of October 2026, in the Data Scrubbing Software category, the mindshare of Prometheus-AI Platform is 3.5%, up from 1.2% compared to the previous year. The mindshare of SQL Power Data Quality is 3.2%, up from 2.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Scrubbing Software Mindshare Distribution
ProductMindshare (%)
Prometheus-AI Platform3.5%
SQL Power Data Quality3.2%
Other93.3%
Data Scrubbing Software
 

Featured Reviews

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.
reviewer2091297 - PeerSpot reviewer
Fraud Strategist(Actimize/SAS) at a financial services firm with 10,001+ employees
Is easy to deploy and is stable and scalable
I like the load balancing feature The normalization factor should be improved so that it is better scaled. It should be more user-friendly. It should be easier to export reports. I've been using SQL Power Data Quality for 10 years. SQL Power Data Quality is stable. It is a scalable solution.…

Quotes from Members

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

Pros

"The product’s scalability is valuable."
"The resilience of the solution's metric collection is very nice."
"The solution can be deployed in thirty minutes."
"The most valuable feature is that we can receive information in different formats."
"Prometheus is a great solution for monitoring."
"Prometheus gives us high availability automatically."
"The dashboard is very valuable because it provides the ability to collect and compare logs from various resources."
"The most valuable feature of Prometheus is its ability to collect metrics."
"The solution is very easy to use and it's quite flexible."
"SQL Power Data Quality is truly a proven product that makes the work of cleaning data in both source and target data easy yet efficient."
"It is a scalable solution. We have over 1,000 SQL Power Data Quality users in our organization."
"The solution is able to integrate with many systems and other products."
"The Nomo, select form, and so on are the most valuable features."
 

Cons

"If you want to collect details of metrics, you should be able to write a query for it directly. I want the product to offer better queries for the metrics."
"The UI and GUI are areas of concern in the product."
"The primary area where Prometheus could be improved is in terms of pricing, particularly when used with managed services."
"The solution's error handling part could be improved."
"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."
"The solution has shortcomings regarding security monitoring-oriented features to support custom use cases, like out-of-the-box test scenarios and threat-related use cases of its users."
"The setup could be made easier for new users because it requires a bit of advance knowledge or experience."
"The normalization factor should be improved so that it is better scaled. It should be more user-friendly."
"Integrating SQL Power with the system is challenging especially in places where no tutorials found and new versions continue to be released with varying requirements."
"Downtime issues should be improved."
"The only area of improvement that we've come across within the solution was the portfolio roadmap creation. There's a bit of limitation there, but otherwise, the tool itself is very good."
 

Pricing and Cost Advice

"Prometheus is available as an open-source product."
"The tool is open-sourced."
"Prometheus is an open-source tool."
"The product is free."
"Prometheus is an open-source solution."
"The solution is free of cost."
"Prometheus is an open-source solution."
"This is an open-source solution."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Construction Company
9%
Comms Service Provider
9%
Computer Software Company
8%
No data available
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business15
Midsize Enterprise8
Large Enterprise13
No data available
 

Questions from the Community

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.
What advice do you have for others considering Prometheus?
As a new user, I should be familiar with syntax and commands. Online resources like Google and ChatGPT can be helpful. I should consider using cloud-native tools for ease of management if not using...
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Also Known As

Utopia Data Quality
No data available
 

Overview

 

Sample Customers

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
TimeWarner, Champion Technologies Tiscali, Oneil, Broadspire,youbet.com, Pepsi Co, Citco, John Lewes
Find out what your peers are saying about Prometheus-AI Platform vs. SQL Power Data Quality and other solutions. Updated: September 2026.
914,938 professionals have used our research since 2012.