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AWS X-Ray vs Grafana 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
15th
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
11
Ranking in other categories
No ranking in other categories
Grafana
Ranking in Application Performance Monitoring (APM) and Observability
5th
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
47
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of October 2025, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 2.7%, down from 3.4% compared to the previous year. The mindshare of Grafana is 5.2%, down from 6.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Market Share Distribution
ProductMarket Share (%)
Grafana5.2%
AWS X-Ray2.7%
Other92.1%
Application Performance Monitoring (APM) and Observability
 

Featured Reviews

Muhmad Tabrez A Deewanji - PeerSpot reviewer
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.
Julian-Lewis - PeerSpot reviewer
Has provided real-time views and integrated insights across diverse data sources
The most valuable feature is Grafana's ability to plug in data or events and monitoring data from any kind of source. The graphing capability is what I use the most. I have made use of Grafana's customizable dashboards and templating features. These features have enhanced my data visualization and analytical processes by enabling me to give real-time views to our end-users of what they're doing or what their service is doing. The historical and trend data allow people to pull up data from Grafana and from whatever source to display it and examine how an environment is being used. I have employed real-time metric visualization capabilities for monitoring and real-time views. These dashboards can also be used as historical views, pulling out more data. The effectiveness of Grafana in delivering real-time notifications through its alerting system is quite good. The widgets are able to highlight errors if they happen in real-time on the dashboard. The alerting functionality is improving. I generally tend to use the monitoring tool for alerting rather than Grafana, but I have had to use Grafana occasionally without any issues.

Quotes from Members

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

Pros

"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."
"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 most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"AWS X-Ray's endpoints and user monitoring are considered the most valuable features."
"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 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."
"It is a very scalable solution."
"Grafana is able to connect with multiple data sources, unlike Elasticsearch."
"We like the alert features."
"Great capacity planning and the solution has a great GUI."
"I find Grafana beneficial due to its numerous plugins."
"Grafana's built-in integration with third-party tools, databases, and MQs is an amazing feature."
"Plugin: Connecting Grafana to multiple APIs of leading monitoring tools and alerting tools."
"It is a stable, reliable product."
"The comparison feature is very good."
 

Cons

"Sometimes, the collector agents are confusing to configure initially."
"AWS X-Ray should improve its implementation process to make it easier for developers."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"If you have a small team, it's probably overkill."
"I do not have any notes in terms of improvements."
"A significant downside is that it is very expensive."
"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."
"There are not a lot of plugins for financial market monitoring."
"The documentation or training provided by Grafana is limited compared to its competitors, like Splunk."
"Grafana doesn't provide anything for reporting."
"There are some areas of network drives that are not showing as expected based on server usage."
"The solution must provide tutorials and guides."
"Grafana could consider building its own metrics system to eliminate the reliance on other tools like Prometheus, providing a one-stop solution."
"It would be helpful if they simplified the data source."
"There is room for improvement when using multiple dashboards because they can become complicated to keep track of and use."
 

Pricing and Cost Advice

"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."
"You need to purchase the solution's license for its commercial use."
"We are using the open-source license."
"For me, Grafana is a cheap tool because I don't have to spend much time learning the product since it is a simple solution."
"​Grafana is free and open source.​"
"I give the price an eight out of ten."
"I use the open source model so it is free."
"We use the open-source version of Grafana."
"It's free of cost; it operates as an open-source tool."
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Top Industries

By visitors reading reviews
Computer Software Company
16%
Financial Services Firm
16%
Manufacturing Company
9%
Comms Service Provider
8%
Financial Services Firm
20%
Computer Software Company
14%
Manufacturing Company
9%
Comms Service Provider
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Large Enterprise3
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise8
Large Enterprise24
 

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...
What do you like most about Grafana?
The product's initial setup phase was very easy.
What is your experience regarding pricing and costs for Grafana?
The costs associated with using Grafana are somewhere in the ten thousands because we are able to control the logs in a more efficient way to reduce it. That is pretty much great for us.
What needs improvement with Grafana?
Grafana could be improved through enhancement of graphs and visualizations and providing more integrations. Grafana is going to start working with OpenTelemetry, which would be helpful to have the ...
 

Comparisons

 

Overview

 

Sample Customers

COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow
Microsoft, Adobe, Optum, Sky, Nvidia, Roblox, Wells Fargo, BlackRock, Informatica, Maersk, Daimler Truck, SNCF, Atlassian, DHL, SAP, JPMorgan Chase, Cisco, Citi and many others.
Find out what your peers are saying about AWS X-Ray vs. Grafana and other solutions. Updated: September 2025.
872,706 professionals have used our research since 2012.