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AWS X-Ray vs Prometheus Group comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Mar 3, 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
Ranking in Application Performance Monitoring (APM) and Observability
19th
Average Rating
7.8
Reviews Sentiment
7.6
Number of Reviews
8
Ranking in other categories
No ranking in other categories
Prometheus Group
Ranking in Application Performance Monitoring (APM) and Observability
9th
Average Rating
8.2
Reviews Sentiment
6.9
Number of Reviews
34
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of April 2025, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 3.3%, down from 3.4% compared to the previous year. The mindshare of Prometheus Group is 3.4%, down from 3.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability
 

Featured Reviews

Willy Moura - PeerSpot reviewer
Identifying and resolving deployment issues while configuring can be challenging
I have two use cases with my customers. One involves using AWS Fargate, and the other involves an application running on WordPress. The WordPress application was very slow, and we used AWS X-Ray to understand the main problem. X-Ray helped us identify issues with our EFS, allowing us to adjust…
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

"AWS X-Ray shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."
"AWS X-Ray shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."
"The error analysis capabilities of X-Ray are really good."
"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 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."
"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"The solution has made it easier for us to trace the problems that we have with our requests and to monitor the timing of each step in each request we do in our endpoints."
"It is a very scalable solution."
"It is a scalable solution."
"The solution helps us to scale our products and services, and it helps me by gathering those metrics."
"The most valuable feature of Prometheus is its ability to collect metrics."
"I like its lightweight configuration functions."
"Prometheus gives us high availability automatically."
"The most valuable features of Prometheus for metrics collection and monitoring are its stability, robustness, and rich set of features."
"The solution is useful to collect huge metrics."
"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."
 

Cons

"If you have a small team, it's probably overkill."
"Sometimes, the collector agents are confusing to configure initially."
"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."
"I do not have any notes in terms of improvements."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."
"Like most Amazon products, the user interface, configuration, and tuning aren't the easiest. That's the biggest reason why people tend to go to products like TerraForm and Terragrunt. We use TerraForm and Terragrunt. So, for setting things up and interacting with X-Ray, it's definitely the user interface that can be better."
"The product must improve its documentation."
"The alert functionality is kind of lackluster."
"Prometheus can be initially difficult for users since it has its query language, PromQL. The minimalistic interface is complicated to understand. They need to improve their interface so that users who don't know PromQL can also use it. You can only leverage the tool when you know PromQL."
"Lacks the ability to clusterize."
"Prometheus can definitely improve its visualization. For example, the matrices represented in Prometheus do not have a very good visualization on their dashboard."
"Improvements could be made to the user interface."
"When it comes to deployment, if you have no experience with something like a CI/CD pipeline, it might be a challenge."
"There is a tool called Prometheus Exporter that doesn't work well."
 

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."
"The solution is free of cost."
"Prometheus is an open-source tool."
"The product is expensive compared to Datadog."
"This is an open-source solution."
"The solution is not expensive."
"Prometheus is an open-source solution."
"Prometheus is available as an open-source product."
"We use the solution's open-source version."
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Top Industries

By visitors reading reviews
Financial Services Firm
20%
Computer Software Company
18%
Manufacturing Company
9%
Comms Service Provider
6%
Financial Services Firm
26%
Computer Software Company
15%
Manufacturing Company
7%
Government
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

Questions from the Community

What do you like most about AWS X-Ray?
AWS X-Ray is a strong solution and has a smooth integration process.
What is your experience regarding pricing and costs for AWS X-Ray?
Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts. Customers often seek cheaper solutions. When using many AWS resources, pricing can be a mid-range cost, give...
What needs improvement with AWS X-Ray?
Sometimes, the collector agents are confusing to configure initially. It requires research to understand the correct configurations, especially when deploying on-premises or on an EC2 instance. Usi...
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.
 

Overview

 

Sample Customers

COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow
Information Not Available
Find out what your peers are saying about AWS X-Ray vs. Prometheus Group and other solutions. Updated: March 2025.
845,406 professionals have used our research since 2012.