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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
19th
Average Rating
7.8
Reviews Sentiment
7.7
Number of Reviews
10
Ranking in other categories
No ranking in other categories
Grafana
Ranking in Application Performance Monitoring (APM) and Observability
6th
Average Rating
7.8
Reviews Sentiment
7.2
Number of Reviews
42
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of May 2025, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 3.3%, down from 3.4% compared to the previous year. The mindshare of Grafana is 6.4%, up from 5.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.
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 ( /products/aws-x-ray-reviews ) 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.
Vikash-Agarwal - PeerSpot reviewer
Displays data visually from multiple sources while integrating seamlessly with existing systems
Grafana provides a user-friendly interface for viewing infrastructure metrics through dashboards. It integrates with Prometheus to pull data and offers a straightforward setup process. Users can monitor metrics with greater ease, and the tool aids in quickly identifying issues by providing a visual representation of data. Grafana's integration capability is straightforward, which facilitates building dashboards as needed.

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."
"It is a very scalable solution."
"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 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."
"AWS X-Ray's endpoints and user monitoring are considered the most valuable features."
"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 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 installation process is easy. We have deployed it on the cloud. I have around 20 to 30 people using the solution in my company."
"It is easy to change and move virtual servers."
"The solution can scale well."
"This solution provides valuable insights into the health of our infrastructure in real time."
"The dashboards are very easy to work with."
"The initial setup is straightforward with just a few clicks on the solution's cloud."
"The best feature was the creation of graphs and trends."
"Plugin: Connecting Grafana to multiple APIs of leading monitoring tools and alerting tools."
 

Cons

"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"A significant downside is that it is very expensive."
"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."
"If you have a small team, it's probably overkill."
"I do not have any notes in terms of improvements."
"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."
"AWS X-Ray should improve its implementation process to make it easier for developers."
"The look and feel of the charting and graph capabilities in Grafana could improve. If they provided a storyboard type of feature as they have in other solutions, such as PowerBI. The multi-tenanted and stitch metrics features could improve."
"There are some areas of network drives that are not showing as expected based on server usage."
"Grafana could improve by having its own query language. Currently, it uses languages like Prometheus or InfluxDB, which not everyone knows. Their query language should be easier."
"Grafana could consider building its own metrics system to eliminate the reliance on other tools like Prometheus, providing a one-stop solution."
"I find issues with Grafana. For example, I am unable to open some services there. Then, we have to open ten different tabs to get it fixed. And it's annoying when there's something going on; we want to check Grafana, and it throws four different errors."
"Writing queries can be a bit difficult because the syntax must be maintained."
"One area for improvement in Grafana is that depending on your version, you have to pay for the features, making the license expensive. It would be great if the licensing model could be more flexible. In the next release of Grafana, I want cluster creation to be available, which would help in Grafana deployment and scaling. Currently, the scaling process for the solution is a bit complicated."
"If there was an issue on one node, we couldn't drill down and see all the issues on other nodes."
 

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."
"The solution is expensive."
"You need to purchase the solution's license for its commercial use."
"Since Grafana is an open-source solution, it is free of cost."
"We use the open-source version of Grafana."
"I give the price an eight out of ten."
"​Grafana is free and open source.​"
"My company uses the open-source version of Grafana, so it's free."
"We are using the open-source license."
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Top Industries

By visitors reading reviews
Financial Services Firm
19%
Computer Software Company
18%
Manufacturing Company
9%
Comms Service Provider
6%
Financial Services Firm
21%
Computer Software Company
15%
Manufacturing Company
9%
Retailer
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
 

Questions from the Community

What do you like most about AWS X-Ray?
AWS X-Ray is a strong solution and has a smooth integration process.
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?
AWS X-Ray should improve its implementation process to make it easier for developers. The current manual instrumentation is challenging compared to the almost automatic instrumentation of other pro...
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?
I used the open-source version for my learning, which was free. In an enterprise setting, pricing is reasonable, as many customers use it.
What needs improvement with Grafana?
The interface is not well-liked by my customers. Grafana cannot be easily embedded into certain applications and offers limited customization options for graphs. I think predictive capabilities in ...
 

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: April 2025.
849,686 professionals have used our research since 2012.