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AWS X-Ray vs Azure Monitor comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Jul 24, 2024

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
17th
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
11
Ranking in other categories
No ranking in other categories
Azure Monitor
Ranking in Application Performance Monitoring (APM) and Observability
7th
Average Rating
7.8
Reviews Sentiment
6.9
Number of Reviews
56
Ranking in other categories
Cloud Monitoring Software (4th)
 

Mindshare comparison

As of March 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.7%, down from 3.3% compared to the previous year. The mindshare of Azure Monitor is 2.9%, down from 7.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
Azure Monitor2.9%
AWS X-Ray1.7%
Other95.4%
Application Performance Monitoring (APM) and Observability
 

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.
Andy Rabern - PeerSpot reviewer
Consultant at a outsourcing company with 201-500 employees
Telemetry insights have improved how I track user behavior and application performance daily
I feel Azure Monitor does a fair job. I do feel it is not a streaming service in my opinion. There are advantages to having stream messaging and logging on that level. But for what it is, I feel it does well. My perspective is more based on an Application Insights agent running on a service or an app service and sending the telemetry via the agent, and also doing the filtering of telemetry at the agent level so you are not having a ton of telemetry. I believe Azure Monitor does pretty much the same thing. I have also used tools such as New Relic, and New Relic is a much more robust tool, but that is a different product and you are going to pay for that. It is a different offering altogether. The subscription that we had at the time allowed for a couple gigabytes of telemetry during the month, and I believe that telemetry only lives for about two months. You have to experiment with it to see how much you want to pay. I was not really involved in the pricing. It was more along the lines of we were running up against our limits in terms of the amount of free telemetry or telemetry that we get with our subscription, and so we either needed to scale back or turn specific telemetry types off or do some more sampling. It is nice that those capabilities are there so that you can reduce the amount of telemetry. I cannot really speak to pricing but I do believe that it is somewhat reasonable for Azure Monitor. New Relic is pretty expensive, I believe.

Quotes from Members

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

Pros

"The error analysis capabilities of X-Ray are really good."
"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."
"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 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 identifies bottlenecks in terms of stability and performance and how long certain data lives in terms of response time and duration."
"AWS X-Ray is a strong solution and has a smooth integration process."
"It is a very scalable solution."
"The upside to the solution is if you are working in a Microsoft or Azure environment, it makes things easier."
"One of the most useful aspects of this solution is the out-of-the-box functionality on all areas, especially on Application Insights, zero instrumentation, and artificial intelligence for event correlation."
"The product is stable."
"The solution's most valuable features are its ease of use and support for multiple environments"
"The features that are most valuable are the alerting function and also the logging functionality to analyze certain issues using log analytics"
"Log analytics and log queries are the most valuable features of Azure Monitor."
"It has improved the quality of application and through this we are able to analyze application performance, it gives alerts and insights of the application which helps us so much"
"The tools for logs and metrics are pretty good and easy to use."
 

Cons

"A significant downside is that it is very expensive."
"AWS X-Ray should improve its implementation process to make it easier for developers."
"Sometimes, the collector agents are confusing to configure initially."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"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."
"They need to work on a more hybrid deployment that will allow us to monitor local on-premise deployments and connect to different systems. I would like to see more integration."
"The solution needs better monitoring. It requires better log controls."
"The troubleshooting logs need improvement. There should be some improvement there. I have a hard time finding the right logs at the right times whenever there is an issue occurring."
"The initial setup for Azure Monitor is quite complex."
"No improvements are needed from my perspective."
"The product should integrate well with other tools or clouds in the future, as it is one of the areas where the product currently has certain shortcomings."
"They should include advanced logging on the database level in the Azure pool."
"Setting up this solution is complex. It's also missing the functionality of assigning alerts."
 

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 pricing for AWS X-Ray is a six out of ten."
"The solution is a bit expensive."
"Azure Monitor is one of the more cost effective solutions on the market."
"The solution is very costly because you have to pay for various things such as adding to logs and internet alerts."
"The solution’s pricing depends on how much logs it collects."
"Azure Monitor is cheaper compared to other third-party monitoring tools."
"The tool's pricing is very good. I could say that Microsoft offers different cost models, which are listed on the product's website."
"There is a monthly fee for the alerts triggered and the data stored."
"Besides standard licensing fees the customer needs to additionally pay based on the ingested data size"
"The cost of Azure Monitor application performance should be less expensive."
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Computer Software Company
13%
Comms Service Provider
7%
Manufacturing Company
7%
Financial Services Firm
12%
Computer Software Company
12%
Manufacturing Company
8%
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 Business23
Midsize Enterprise7
Large Enterprise29
 

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...
How does Splunk compare with Azure Monitor?
Splunk handles a high amount of data very well. We use Splunk to capture information and as an aggregator for monitoring information from different sources. Splunk is very good at alerting us if we...
What needs improvement with Azure Monitor?
I feel Azure Monitor does a fair job. I do feel it is not a streaming service in my opinion. There are advantages to having stream messaging and logging on that level. But for what it is, I feel it...
What is your primary use case for Azure Monitor?
I am a developer who uses Azure Monitor for telemetry of the applications that I work on. Application Insights is one of those tools, and I have also used other non-Azure products before. Currently...
 

Comparisons

 

Overview

 

Sample Customers

COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow
Rackspace, First Gas, Allscripts, ABB Group
Find out what your peers are saying about AWS X-Ray vs. Azure Monitor and other solutions. Updated: March 2026.
885,264 professionals have used our research since 2012.