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Prometheus-AI Platform vs ServiceNow Cloud Observability 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

Prometheus-AI Platform
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
Data Scrubbing Software (2nd), ERP (11th), Enterprise Asset Management (EAM) (2nd)
ServiceNow Cloud Observability
Average Rating
7.6
Reviews Sentiment
6.9
Number of Reviews
4
Ranking in other categories
Application Performance Monitoring (APM) and Observability (45th)
 

Featured Reviews

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.
VinayKumar16 - PeerSpot reviewer
Provides ease of use in areas like analytics and reporting
The feature of the tool that is more impactful for cloud performance stems from the area revolving around analytics and reporting. It is an easy-to-use tool. There is something known as performance analytics within ServiceNow that offers complete analytics, which offers end-to-end analytics along with the KPI metrics with what we have in place and so on. With the aforementioned aspects of the tool, I think we should be able to create a dashboard according to the operations view called the operation dashboard view, specifically for C-level executives.

Quotes from Members

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

Pros

"The most valuable features of Prometheus for metrics collection and monitoring are its stability, robustness, and rich set of features."
"The most valuable feature of Prometheus is the ease of pulling the metrics."
"The product’s scalability is valuable."
"Prometheus is a scalable and flexible tool that I can deploy on any cloud platform."
"Prometheus is a great solution for monitoring."
"The product is easy to maintain."
"The resilience of the solution's metric collection is very nice."
"The best thing about Prometheus is its integration."
"The UI is very intuitive."
"To a certain extent, it is possible to save on the costs of the product."
"The ability to create a stream based on different parameters, operation name, service name, URL, tags, and URI part, is one valuable feature."
"The solution Lightstep/ServiceNow has a couple of pretty advanced functionalities to help us investigate a deviation and help the development teams have better observability in the environment using distributed and complex services."
 

Cons

"Its documentation could be clearer to understand."
"The setup process could be more straightforward."
"There isn’t much clarity regarding the issues that happen at the server end. It is a push model and from the client’s point of view, it needs to look better and solve remote issues."
"The query language in Prometheus is an area of concern where improvements are required."
"Prometheus can definitely improve its visualization. For example, the matrices represented in Prometheus do not have a very good visualization on their dashboard."
"There is a need for a more comprehensive overview of exporters, especially when dealing with many of them."
"One potential area for improvement would be fixing the occasional glitches and bugs."
"I would like to see improvement in the analysis tools and customization features."
"The design of this solution is not very intuitive and probably could come with more friendly tips for beginners."
"The dashboard and graphics must be improved."
"In terms of licensing, users would want the product to offer them the ability to tailor the tasks offered in the solution to suit their needs."
"The support team could be better. Because of the different versions of different tactics of integrating reactive code base, the documentation is not very clear if someone has to be onboard. I would rate the documentation of Lightstep a five out of ten. It could need improvement."
 

Pricing and Cost Advice

"Prometheus is an open-source solution."
"The solution is open source."
"Prometheus is an open-source solution."
"My company uses the open-source version of the product."
"We use the solution's open-source version."
"The product is expensive compared to Datadog."
"We have the open-source version, so we don't pay for it."
"Prometheus is an open-source tool."
"The product is expensive. I rate the tool's pricing model an eight out of ten."
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Top Industries

By visitors reading reviews
Financial Services Firm
24%
Computer Software Company
13%
Manufacturing Company
6%
Government
6%
Financial Services Firm
19%
Computer Software Company
13%
Manufacturing Company
13%
Educational Organization
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business14
Midsize Enterprise8
Large Enterprise12
No data available
 

Questions from the Community

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.
What needs improvement with LightStep?
There are a lot of workflows and connectors. In terms of licensing, users would want the product to offer them the ability to tailor the tasks offered in the solution to suit their needs.
What is your primary use case for LightStep?
I use the solution in my company since it has multiple tenants available. Basically, what happens in business is that you have a hybrid setup model, and for that, you extensively use a cloud platfo...
 

Also Known As

Utopia Data Quality
LightStep
 

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
InVision, Twilio, Lyft, Yext, DigitalOcean,
Find out what your peers are saying about Prometheus-AI Platform vs. ServiceNow Cloud Observability and other solutions. Updated: September 2025.
869,089 professionals have used our research since 2012.