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AWS X-Ray 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:
 

Categories and Ranking

AWS X-Ray
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
11
Ranking in other categories
Application Performance Monitoring (APM) and Observability (17th)
Prometheus-AI Platform
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
Data Scrubbing Software (3rd), ERP (11th), Enterprise Asset Management (EAM) (3rd)
 

Mindshare comparison

AWS X-Ray and Prometheus-AI Platform aren’t in the same category and serve different purposes. AWS X-Ray is designed for Application Performance Monitoring (APM) and Observability and holds a mindshare of 1.7%, down 3.3% compared to last year.
Prometheus-AI Platform, on the other hand, focuses on Enterprise Asset Management (EAM), holds 1.7% mindshare.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
AWS X-Ray1.7%
Dynatrace6.0%
Datadog5.2%
Other87.1%
Application Performance Monitoring (APM) and Observability
Enterprise Asset Management (EAM) Mindshare Distribution
ProductMindshare (%)
Prometheus-AI Platform1.7%
IBM Maximo15.2%
Oracle Enterprise Asset Management8.5%
Other74.6%
Enterprise Asset Management (EAM)
 

Featured Reviews

Muhmad Tabrez A Deewanji - PeerSpot reviewer
Lead Software Engineer at a tech services company with 1,001-5,000 employees
Improving performance through efficient trace metrics and data insights
As an application developer and architect, I appreciate AWS X-Ray for checking latency and identifying bottlenecks. I use it for performance tuning, conducting performance testing on applications, getting real-time traces, and gaining data insights. It helps in improving throughput and tuning infrastructure. The trace metrics and data collected provide valuable insights.
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.

Quotes from Members

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

Pros

"It is a very scalable solution."
"AWS X-Ray shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."
"I would give AWS X-Ray a nine out of ten overall."
"AWS X-Ray is a strong solution and has a smooth integration process."
"The most important one is compliance. We're able to achieve our regulatory levels. We're able to achieve the security level that we need for the federal government."
"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"The most promising feature of AWS X-Ray is that you can debug the issues through the proper logs. You can also get an analysis out of the logs for some use cases, though I have yet to try all the features of AWS X-Ray."
"AWS X-RAY identifies bottlenecks in terms of stability and performance and how long certain data lives in terms of response time and duration."
"The solution helps us to scale our products and services, and it helps me by gathering those metrics."
"The most valuable features of Prometheus for metrics collection and monitoring are its stability, robustness, and rich set of features."
"The product is easy to maintain."
"The most valuable features of Prometheus are the many functions available. The functions are helpful for understanding the behavior of applications and infrastructure."
"The most valuable feature of Prometheus is the ease of pulling the metrics."
"It has lots of APIs and libraries to integrate with any kind of language."
"The product’s scalability is valuable."
"It is a scalable solution."
 

Cons

"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."
"What needs to be better in AWS X-Ray is the log filtering. Predefined filters could be helpful because the power of analytics comes from how you can filter the data. I also want to see more KPIs from AWS X-Ray."
"They can improve how traces are sent to other providers."
"A significant downside is that it is very expensive."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"Sometimes, the collector agents are confusing to configure initially."
"If you have a small team, it's probably overkill."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"There is a need for a more comprehensive overview of exporters, especially when dealing with many of them."
"Improvements could be made to the user interface."
"The setup could be made easier for new users because it requires a bit of advance knowledge or experience."
"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."
"If you are not quite technical, it can be pretty hard to understand the way it works and how to query data in Prometheus."
"When it comes to deployment, if you have no experience with something like a CI/CD pipeline, it might be a challenge."
"The setup process could be more straightforward."
"Lacks the ability to clusterize."
 

Pricing and Cost Advice

"As you develop a relationship with Amazon, your pricing gets lower. You get credits for the amount of the system you use, and then if you're the government, you can get government pricing. For commercial users, there's a hump when you go from small to medium to big enterprise. Small businesses can live pretty easily off the free tier in a lot of cases, but when you go from a medium to a big enterprise, it becomes more expensive on a per-user basis. I'd like to see that curve going in a different way where pricing can be driven down while people are trying to adopt the technology."
"The solution is a bit expensive."
"The pricing for AWS X-Ray is a six out of ten."
"Prometheus is an open-source solution."
"The solution is not expensive."
"We have the open-source version, so we don't pay for it."
"This is an open-source solution."
"Prometheus is an open-source solution."
"The solution is free of cost."
"The product is expensive compared to Datadog."
"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."
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Computer Software Company
13%
Manufacturing Company
8%
Comms Service Provider
7%
Financial Services Firm
18%
Computer Software Company
12%
Manufacturing Company
7%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Large Enterprise3
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise8
Large Enterprise13
 

Questions from the Community

What is your experience regarding pricing and costs for AWS X-Ray?
While I have not compared it with GCP or Azure ( /products/microsoft-azure-reviews ), AWS generally offers cost-effective services. Some services, like Athena ( /products/odyssey-software-athena-eo...
What needs improvement with AWS X-Ray?
The challenges we faced with AWS X-Ray were that some of the AWS services we were using did not support it, which we discovered at a later stage. This was potentially a design consideration we shou...
What is your primary use case for AWS X-Ray?
I have been using AWS X-Ray for creating insights to our applications we have developed. It is used to correlate different services in AWS when a transaction happens, allowing us to see the flow of...
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

No data available
Utopia Data Quality
 

Overview

 

Sample Customers

COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow
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 AWS X-Ray vs. Prometheus-AI Platform and other solutions. Updated: September 2025.
884,873 professionals have used our research since 2012.