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AWS X-Ray vs Amazon CloudWatch comparison

 

Comparison Buyer's Guide

Executive Summary

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

Amazon CloudWatch
Ranking in Application Performance Monitoring (APM) and Observability
19th
Average Rating
8.0
Reviews Sentiment
7.1
Number of Reviews
48
Ranking in other categories
Log Management (17th), Cloud Monitoring Software (14th)
AWS X-Ray
Ranking in Application Performance Monitoring (APM) and Observability
18th
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
11
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of May 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of Amazon CloudWatch is 1.1%, down from 1.7% compared to the previous year. The mindshare of AWS X-Ray is 1.3%, down from 3.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
AWS X-Ray1.3%
Amazon CloudWatch1.1%
Other97.6%
Application Performance Monitoring (APM) and Observability
 

Featured Reviews

Azam S M - PeerSpot reviewer
Infrastructure Lead at Danat Fz LLC
Has provided reliable monitoring and alerting through extensive metric tracking and dashboard configuration
Amazon CloudWatch itself provides a lot of data. However, for visualization, we need to use third-party tools. We are in a process of integrating Grafana, Loki, and Prometheus to have better visualization on Amazon CloudWatch. We are also integrating Grafana with the application itself to get the application data and logs. Alternatively, there is AWS Kinesis and Glue where you can scrape the logs and have visualization, but a more easy option is Grafana. If you want to get a proper visual representation to see what is happening, then you need to integrate a third-party tool. Amazon CloudWatch has all the data, but to see what is happening, you need some third-party tool.
Allan Møller - PeerSpot reviewer
Consult Manager at Conscia
Provides quick insights into service interactions and identifies bottlenecks effortlessly
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 should have known about, requiring us to redeploy some services in another SKU version to get it functioning. This is the only challenge, as AWS X-Ray is relatively new. It is important to consider that not all AWS services support it out of the box. My recommendation for AWS X-Ray would be broader support. We have been working in a relatively small area of AWS, using approximately six or seven services, so I have not explored all other available services. In general, the more services it supports, the better it would be. AWS X-Ray should be able to support more services for improved functionality.

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 feature of Amazon CloudWatch is collecting the logs from Lambda."
"The most valuable feature of Amazon CloudWatch is the monitoring and UI."
"I have found the memory metrics and the CPU metrics valuable."
"The most valuable feature of Amazon CloudWatch is intrusion prevention."
"What I found most valuable in Amazon CloudWatch is that it gives you detailed information, which I found helpful because it can even provide you with data for the past one minute, which is quite granular. That was what helped me most in terms of finding the root causes. Task automation is another valuable feature of Amazon CloudWatch."
"The solution gives us very good real-time data."
"The solution offers very detailed metrics for their services."
"It offers direct integrations with various storage providers, making it convenient to push logs from CloudWatch to these external platforms."
"The best feature of AWS X-Ray is the ability to correlate data out of the box, ensuring that if one service calls another service, it will provide a full flow of what has happened without needing to build or develop anything around it."
"The error analysis capabilities of X-Ray are really good."
"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"AWS X-Ray is a strong solution and has a smooth integration process."
"I would give AWS X-Ray a nine out of ten overall."
"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 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."
"AWS X-Ray shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."
 

Cons

"Amazon CloudWatch has all the data, but to see what is happening, you need some third-party tool."
"The graphical interface has room for improvement. CloudWatch only gives you a breakdown of what's wrong. However, it would be nice if it could automatically remedy the problems it identifies. You should be able to configure it so that when a specific condition arises, it will take a predefined action."
"When connecting to Google Cloud, there is no visibility or traceability from Google Cloud into CloudWatch."
"The solution should provide human-readable metrics."
"Amazon CloudWatch has all the data, but to see what is happening, you need some third-party tool."
"The product should provide more features."
"I do not know whether or not CloudWatch can be integrated with on-prem services."
"Some of our customers want to use Kubernetes to monitor their CICD flow but Amazon CloudWatch does not support it. We need to use another solution, such as Datadog or Dynatrace has the needed capability."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"They can improve how traces are sent to other providers."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"A significant downside is that it is very expensive."
"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."
"I do not have any notes in terms of improvements."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"AWS X-Ray should improve its implementation process to make it easier for developers."
 

Pricing and Cost Advice

"We have monthly licensing costs. The licenses are probably in the vicinity of about $300 - $350/month."
"The tool is not expensive."
"The price is okay for me."
"I consider it as a medium-priced solution."
"The pricing can be considered reasonable, especially when already operating on a cloud platform."
"The price of Amazon CloudWatch is reasonable. When the rate of data collection is done the price will increase. The price is less than other solutions."
"It is a free-of-charge service."
"Amazon CloudWatch has very cheap pricing, and it hardly costs my company $25-$30 a month for fifty systems, so it's pretty affordable."
"The pricing for AWS X-Ray is a six out of ten."
"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."
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Manufacturing Company
9%
Transportation Company
8%
Computer Software Company
8%
Financial Services Firm
15%
Computer Software Company
12%
Comms Service Provider
9%
Manufacturing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise9
Large Enterprise24
By reviewers
Company SizeCount
Small Business8
Large Enterprise3
 

Questions from the Community

What needs improvement with Amazon CloudWatch?
Amazon CloudWatch itself provides a lot of data. However, for visualization, we need to use third-party tools. We are in a process of integrating Grafana, Loki, and Prometheus to have better visual...
What is your primary use case for Amazon CloudWatch?
Amazon CloudWatch is a very small service that AWS provides. It is a monitoring service for applications within the AWS cloud, and we can integrate external applications using the APIs or SDK. The ...
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...
 

Overview

 

Sample Customers

AirAsia, Airbnb, Aircel, APUS, Avazu, Casa & Video, Futbol Club Barcelona (FCBarcelona), National Taiwan University, redBus
COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow
Find out what your peers are saying about AWS X-Ray vs. Amazon CloudWatch and other solutions. Updated: April 2026.
893,221 professionals have used our research since 2012.