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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
18th
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
6.9
Number of Reviews
43
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 5.8% 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

"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."
"The error analysis capabilities of X-Ray are really good."
"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 shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."
"AWS X-Ray's endpoints and user monitoring are considered the most valuable features."
"It is a very scalable solution."
"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 product's initial setup phase was very easy."
"Grafana integrates with some of the tools we've chosen beforehand, and while I'm not the right person to elaborate on this since I'm more focused on managing big teams, the teams working with it seem happy."
"The most valuable thing was that it had a good visualization tool."
"The most important feature of Grafana is its alarm formatting capability."
"It is easy to change and move virtual servers."
"We like the alert features."
"It integrates well with other solutions."
"Collaboration: Shares data and dashboards across teams."
 

Cons

"They can improve how traces are sent to other providers."
"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."
"If you have a small team, it's probably overkill."
"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."
"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."
"We need different kinds of applications in our infrastructure to see information in Grafana."
"Grafana doesn't provide anything for reporting."
"Multiple dashboards combined into one dashboard has slowed things down for us."
"Its interface could be more accessible."
"Lacks in-depth graphs and sufficient AI."
"Setting up alerts via Grafana is a bit complicated, and alerting needs to improve."
"I rate Grafana a six out of ten."
"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."
 

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 solution is a bit expensive."
"The pricing for AWS X-Ray is a six out of ten."
"It's free of cost; it operates as an open-source tool."
"I use the open source model so it is free."
"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.​"
"You need to purchase the solution's license for its commercial use."
"I give the price an eight out of ten."
"The solution is expensive."
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Computer Software Company
17%
Manufacturing Company
8%
Comms Service Provider
6%
Financial Services Firm
20%
Computer Software Company
14%
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.
851,604 professionals have used our research since 2012.