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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
14th
Average Rating
8.0
Reviews Sentiment
7.1
Number of Reviews
48
Ranking in other categories
Log Management (13th), Cloud Monitoring Software (13th)
AWS X-Ray
Ranking in Application Performance Monitoring (APM) and Observability
17th
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 March 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of Amazon CloudWatch is 1.2%, down from 1.6% compared to the previous year. The mindshare of AWS X-Ray is 1.7%, down from 3.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
Amazon CloudWatch1.2%
AWS X-Ray1.7%
Other97.1%
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.
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.

Quotes from Members

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

Pros

"The solution offers very detailed metrics for their services."
"It's a very simple logging system."
"It is a stable solution...I rate the technical support a ten out of ten."
"We can create events and alerts. We use the information to dive down into the infrastructure performance."
"Setting up this product was easy. I found data analytics as its most valuable feature."
"We have found the pricing to be reasonable."
"We use Amazon CloudWatch for logging."
"CloudWatch provides essential monitoring capabilities that integrate seamlessly with other AWS services."
"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"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 error analysis capabilities of X-Ray are really good."
"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 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."
"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."
"AWS X-Ray's endpoints and user monitoring are considered the most valuable features."
"I would give AWS X-Ray a nine out of ten overall."
 

Cons

"There could be further enhancements through CloudWatch's partnerships."
"Right now, in relation to monitoring services, there are too many services and too many metrics per service."
"Amazon CloudWatch's pricing needs improvement."
"The monitoring part and GUI are areas in Amazon CloudWatch that have shortcomings currently and can be considered for improvements in the future."
"The dashboard and the UI could improve in Amazon CloudWatch. Additionally, they should focus on visibility inside the servers with AI and machine learning integrations. This would allow users who are using the solution to see what is happening within the system better."
"The solution's auto-scaling could be improved."
"The dashboard of Amazon CloudWatch is not very customizable right now."
"When connecting to Google Cloud, there is no visibility or traceability from Google Cloud into CloudWatch."
"AWS X-Ray should improve its implementation process to make it easier for developers."
"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."
"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."
"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."
"A significant downside is that it is very expensive."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"If you have a small team, it's probably overkill."
"They can improve how traces are sent to other providers."
 

Pricing and Cost Advice

"Amazon CloudWatch has very cheap pricing, and it hardly costs my company $25-$30 a month for fifty systems, so it's pretty affordable."
"I consider it as a medium-priced solution."
"The product's cost is relatively inexpensive."
"Amazon CloudWatch is a cheap solution."
"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."
"The pricing model is pay-as-you-go so you have to be mindful of usage to manage costs."
"What's were using is the free service of Amazon CloudWatch, so they're not charging us. As for hidden fees, we're not aware of them because we're using what our clients provided us."
"The solution is expensive."
"The solution is a bit expensive."
"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 pricing for AWS X-Ray is a six out of ten."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Manufacturing Company
9%
Computer Software Company
9%
Transportation Company
8%
Financial Services Firm
15%
Computer Software Company
13%
Manufacturing Company
8%
Comms Service Provider
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: March 2026.
884,873 professionals have used our research since 2012.