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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
16th
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
5th
Average Rating
7.8
Reviews Sentiment
7.0
Number of Reviews
46
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of July 2025, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 3.2%, down from 3.4% compared to the previous year. The mindshare of Grafana is 6.2%, up from 6.1% 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 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's endpoints and user monitoring are considered the most valuable features."
"AWS X-Ray is a strong solution and has a smooth integration process."
"It is a very scalable solution."
"The error analysis capabilities of X-Ray are really good."
"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 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."
"Almost any kind of visualization is possible with Grafana and all dashboards are configurable."
"It has good stability."
"The comparison feature is very good."
"It provides a graphical representation and it's clear to see what's happening."
"Provides good dashboard visualization."
"It is a stable, reliable product."
"It's easy to make changes. We can put many dashboards in one place. There's no delay in showing data - what you see on Grafana matches the server metrics."
"The most valuable feature of the solution is the UI dashboard because we need to create a dashboard on Grafana to monitor our data."
 

Cons

"I do not have any notes in terms of improvements."
"They can improve how traces are sent to other providers."
"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."
"Sometimes, the collector agents are confusing to configure initially."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"A significant downside is that it is very expensive."
"If you have a small team, it's probably overkill."
"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."
"The main drawback is the necessity for endpoint monitoring."
"Lacks event management which affects our DevOps people."
"In assessing Grafana's scalability, we started noticing logs missing or metrics not syncing in time, which indicated a bottleneck that we had to address by updating the infrastructure."
"Regarding joining between queries, merging between two queries that give the same information could be simple, and there are some ways to do that, but if there was something even easier, it would be great."
"Setting up alerts via Grafana is a bit complicated, and alerting needs to improve."
"It would be helpful if they simplified the data source."
"Writing queries can be a bit difficult because the syntax must be maintained."
 

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."
"We use the open-source version of Grafana."
"My company uses the open-source version of Grafana, so it's free."
"​Grafana is free and open source.​"
"Since Grafana is an open-source solution, it is free of cost."
"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."
"I use the open source model so it is free."
"It's free of cost; it operates as an open-source tool."
"The solution is expensive."
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Top Industries

By visitors reading reviews
Financial Services Firm
17%
Computer Software Company
16%
Manufacturing Company
9%
Comms Service Provider
7%
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?
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?
The whole AI capability would be useful for Grafana in the future, and while I don't think we're mature yet, I would want to see improvements, especially in the tracing part, where following differ...
 

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: June 2025.
860,592 professionals have used our research since 2012.