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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
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
6.9
Number of Reviews
48
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of February 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.8%, down from 3.4% compared to the previous year. The mindshare of Grafana is 3.2%, 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 (%)
Grafana3.2%
AWS X-Ray1.8%
Other95.0%
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 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."
"AWS X-RAY identifies bottlenecks in terms of stability and performance and how long certain data lives in terms of response time and duration."
"AWS X-Ray is a strong solution and has a smooth integration process."
"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"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's endpoints and user monitoring are considered the most valuable features."
"It is a very scalable solution."
"The error analysis capabilities of X-Ray are really good."
"The product's initial setup phase was very easy."
"The initial setup is straightforward with just a few clicks on the solution's cloud."
"I find Grafana beneficial due to its numerous plugins."
"The dashboards are the most valuable features."
"Grafana's built-in integration with third-party tools, databases, and MQs is an amazing feature."
"I find Grafana beneficial due to its numerous plugins."
"The integration between Loki and Tempo is valuable."
"Collaboration: Shares data and dashboards across teams."
 

Cons

"I do not have any notes in terms of improvements."
"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."
"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."
"AWS X-Ray should improve its implementation process to make it easier for developers."
"If you have a small team, it's probably overkill."
"It should have X-Ray SDKs for different languages like Node.js, Python, or Java."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"They can improve how traces are sent to other providers."
"They should improve the functioning of its editing tool."
"There is room for improvement when using multiple dashboards because they can become complicated to keep track of and use."
"I rate Grafana a six out of ten."
"The solution must provide tutorials and guides."
"I would give it a ten if it were much simpler for users who just want to get a simple objective in Grafana and are not experienced with technical configuration."
"It is limited on the reporting type supported, which is important for managerial-level officers who want reports that are either general or specific."
"Its UI features to create charts can also be improved. Some features could have a link to the documentation."
"Multiple dashboards combined into one dashboard has slowed things down for us."
 

Pricing and Cost Advice

"The pricing for AWS X-Ray is a six out of ten."
"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."
"I give the price an eight out of ten."
"My company uses the open-source version of Grafana, so it's free."
"We use the open-source version of Grafana."
"​Grafana is free and open source.​"
"Since Grafana is an open-source solution, it is free of cost."
"It's free of cost; it operates as an open-source tool."
"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."
"You need to purchase the solution's license for its commercial use."
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Top Industries

By visitors reading reviews
Financial Services Firm
15%
Computer Software Company
14%
Manufacturing Company
8%
Comms Service Provider
7%
Financial Services Firm
19%
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 Enterprise8
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 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 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...
 

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: February 2026.
881,733 professionals have used our research since 2012.