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AWS X-Ray vs Amazon CloudWatch comparison

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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
22nd
Average Rating
8.0
Reviews Sentiment
7.2
Number of Reviews
49
Ranking in other categories
Log Management (19th), Cloud Monitoring Software (15th)
AWS X-Ray
Ranking in Application Performance Monitoring (APM) and Observability
24th
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 September 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of Amazon CloudWatch is 1.0%, down from 1.6% compared to the previous year. The mindshare of AWS X-Ray is 1.0%, down from 2.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
Amazon CloudWatch1.0%
AWS X-Ray1.0%
Other98.0%
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

"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."
"CloudWatch immediately hooks up and connects to the KPIs and all the metrics."
"The solution effectively monitors golden signals like CPU, page requests, and queues."
"The scalability of Amazon CloudWatch rates as high scalability, scoring a perfect ten."
"The alarms are one thing I love about AWS CloudWatch. It has alerts that notify us when resource use is approaching the limit."
"There is a clear return on investment, as you can reduce a lot of manual staff and physical staff monitoring by getting CloudWatch to do that work for you and save a lot based on that."
"Scheduling is a valuable feature."
"Setting up this product was easy. I found data analytics as its most valuable feature."
"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."
"I would give AWS X-Ray a nine out of ten overall."
"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 is a strong solution and has a smooth integration process."
"The error analysis capabilities of X-Ray are really good."
"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 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."
 

Cons

"The solution's integration could be easier for laypersons."
"The drill-down aspect on the dashboard of the solution needs improvement."
"I found several areas for improvement in Amazon CloudWatch. First is that it's tough to track issues and find out where it's going wrong. The process takes longer. For example, if I get an exception error, I read the logs, search, go to AWS Cloud, then to the groups to find the keyword to determine what's wrong. Another area for improvement in Amazon CloudWatch is that it's slow in terms of log streaming. It requires an entire twenty-four hours for scanning, rather than just one hour. This issue can be solved with Elasticsearch streaming with Kibana, but it requires a lot of development effort and integration with Kibana or Splunk, and this also means I need a separate developer and software technical stack to do the indexing and streaming to Kibana. It's a manual effort that you need to do properly, so log streaming should be improved in Amazon CloudWatch. The AWS support person should also have a better understanding of the logs in Amazon CloudWatch. What I'd like added to the solution is a more advanced search function, particularly one that can tell you more information or special information. Right now, the search function is difficult to use because it only gives you limited data. For example, I got an error message saying that the policy wasn't created. I only know the amount the customer paid for the policy, the mobile number, and the customer name, but if I use those details, the information won't show up on the logs. I need to enter more details, so that's the type of fuzzy matching Amazon CloudWatch won't provide. If this type of search functionality is provided, it will be very helpful for businesses and companies that provide professional services to customers, like ours."
"Incorporating a straightforward method or a plug-and-play solution for integrating these databases with our systems, facilitating smooth data transfer, and enabling the creation of dashboards for monitoring and analysis would be beneficial."
"Maybe Amazon Web Services can improve by providing a library for CloudWatch with some useful features."
"The monitoring part and GUI are areas in Amazon CloudWatch that have shortcomings currently and can be considered for improvements in the future."
"There's a learning curve with Amazon CloudWatch since we have to learn to write the queries to extract the keys and logs."
"Better reporting is always something needed. That could be an answer to just about anything. But you always want better reporting, better dashboards, things that are just more dynamic and more accessible."
"A significant downside is that it is very expensive."
"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"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."
"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."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"They can improve how traces are sent to other providers."
 

Pricing and Cost Advice

"It is a free-of-charge service."
"It’s an open-source solution."
"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 solution is expensive."
"The price of Amazon CloudWatch is reasonable for detailed basic monitoring."
"I consider it as a medium-priced solution."
"We have monthly licensing costs. The licenses are probably in the vicinity of about $300 - $350/month."
"The pricing model is pay-as-you-go so you have to be mindful of usage to manage costs."
"The solution is a bit expensive."
"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."
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Top Industries

By visitors reading reviews
Financial Services Firm
14%
Manufacturing Company
9%
Outsourcing Company
8%
Comms Service Provider
8%
Financial Services Firm
11%
Comms Service Provider
10%
Computer Software Company
8%
University
8%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business17
Midsize Enterprise8
Large Enterprise26
By reviewers
Company SizeCount
Small Business8
Large Enterprise3
 

Questions from the Community

What is your experience regarding pricing and costs for Amazon CloudWatch?
The experience with pricing, setup cost, and licensing for Amazon CloudWatch has been positive. It was very easy to set up because it is built into AWS and does not require separate licensing, bein...
What needs improvement with Amazon CloudWatch?
For improvements, I think Amazon CloudWatch could enhance certain areas, particularly regarding pricing structure. I wish to see simpler pricing, more intuitive dashboards, easier log queries for b...
What is your primary use case for Amazon CloudWatch?
My main use case for Amazon CloudWatch is the monitoring and analytics of the application servers. I basically use Amazon CloudWatch to monitor the microservices and AWS infrastructure, helping me ...
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: September 2026.
913,806 professionals have used our research since 2012.