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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
17th
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
8.0
Reviews Sentiment
6.9
Number of Reviews
49
Ranking in other categories
No ranking in other categories
 

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 Grafana is 3.1%, down from 6.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
Grafana3.1%
AWS X-Ray1.7%
Other95.2%
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.
BasilJiji - PeerSpot reviewer
System Engineer at a retailer with 10,001+ employees
Unified dashboards have empowered teams and have democratized real-time operational insights
Grafana's snapshot and dashboard sharing features are critical for our remote incident response. During production issues, I generate a public snapshot of a dashboard at a specific point and share the URL in our Slack war room so every engineer can see exactly what the metrics looked like when the error occurred. This helps significantly during the process of finding the root cause in those scenarios. The best features Grafana offers go beyond just pretty charts; it is an integration engine. The fact that I can join data from my SQL database with metrics from Prometheus in the same table is a feature I have not found performed as well elsewhere. My team uses this feature by comparing two different tables from the databases to show one single view, which Grafana is really helping with. In a visualized way, the charts can be displayed on one dashboard, allowing end users who are not familiar with these technical aspects to extract valuable data from it. Grafana has positively impacted our organization by democratizing data within our company. Before using Grafana, only developers could see the system health, but now our product managers and executives have their own high-level dashboards, which has improved cross-departmental transparency and alignment.

Quotes from Members

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

Pros

"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"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 best feature of AWS X-Ray is the ability to correlate data out of the box, ensuring that if one service calls another service, it will provide a full flow of what has happened without needing to build or develop anything around it."
"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 is a strong solution and has a smooth integration process."
"I would give AWS X-Ray a nine out of ten overall."
"AWS X-Ray shows us exactly when there are delays, helping us understand the depth of issues and what is happening point-to-point."
"Grafana is a very scalable product. It's a really good product."
"I find Grafana beneficial due to its numerous plugins."
"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."
"Kubernetes could help us to better visualize the trend of our data by recording and displaying our history over a chosen duration, such as the last 30 days."
"Grafana is stable and has great engineers."
"The most important feature of Grafana is its alarm formatting capability."
"Grafana is able to connect with multiple data sources, unlike Elasticsearch."
"The main benefits I have seen from using Grafana in my day-to-day activities is the visualization of the metrics, specifically Dora Metrics."
 

Cons

"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"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."
"If you have a small team, it's probably overkill."
"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."
"Sometimes, the collector agents are confusing to configure initially."
"They can improve how traces are sent to other providers."
"Grafana doesn't provide anything for reporting."
"More dashboard is required, out-of-the-box, for OpenNMS."
"There are not a lot of plugins for financial market monitoring."
"I rate Grafana a six out of ten."
"There is a need for improvement in automating daily monitoring reports, especially when alerts are triggered due to system downtimes or fluctuations."
"The solution has room for improvement with a better API to help automate the construction of the dashboards easier."
"It can take a considerable amount of time to learn the graphs if a long duration is selected."
"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

"The solution is a bit expensive."
"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."
"My company uses the open-source version of Grafana, so it's free."
"We use the open-source version of Grafana."
"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."
"I use the open source model so it is free."
"I give the price an eight out of ten."
"​Grafana is free and open source.​"
"I am using an open-source version"
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Computer Software Company
13%
Manufacturing Company
8%
Comms Service Provider
7%
Financial Services Firm
18%
Computer Software Company
11%
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 Enterprise10
Large Enterprise25
 

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 is your experience regarding pricing and costs for Grafana?
I purchased my Grafana Cloud subscription through the AWS Marketplace, which simplified my procurement process and allowed me to apply the cost towards my AWS committed spend.
What needs improvement with Grafana?
I find that the alerting UI in Grafana can be complex for new users. While it is very powerful, it takes time to learn the differences between contact points, notification policies, and silences. T...
What is your primary use case for Grafana?
My main use case for Grafana involves operational dashboarding and data visualization, where I use it as a central pane of glass to pull in metrics from multiple sources like Prometheus, Elasticsea...
 

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: March 2026.
884,873 professionals have used our research since 2012.