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AWS X-Ray vs Honeycomb Enterprise comparison

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Comparison Buyer's Guide

Executive SummaryUpdated on Feb 8, 2026

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
28th
Average Rating
7.8
Reviews Sentiment
6.6
Number of Reviews
11
Ranking in other categories
No ranking in other categories
Honeycomb Enterprise
Ranking in Application Performance Monitoring (APM) and Observability
10th
Average Rating
7.8
Reviews Sentiment
5.8
Number of Reviews
19
Ranking in other categories
AI Code Assistants (8th), AI Observability (9th)
 

Mindshare comparison

As of November 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.0%, down from 2.4% compared to the previous year. The mindshare of Honeycomb Enterprise is 1.0%, down from 1.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Application Performance Monitoring (APM) and Observability Mindshare Distribution
ProductMindshare (%)
Honeycomb Enterprise1.0%
AWS X-Ray1.0%
Other98.0%
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.
EN
Tech Consultant at multi ideal
Observability has transformed how I troubleshoot microservices and reduce incident time
Overall, I have had a very good experience with Honeycomb Enterprise, but there are a few areas where it could be improved. I would like to see more out-of-the-box dashboards and templates for common Kubernetes and cloud-native workloads so that new users can get value more quickly. The learning curve can be steep, especially for engineers who are new to distributed tracing and observability concepts. Additionally, while the query capabilities are very powerful, there are times when specifying advanced query workflows could be improved to provide a better overall experience for troubleshooting and observability. Beyond what I mentioned, there are a few other areas that could also be improved. I would like to see even deeper native integration with more DevOps and ITSM tools to make it easier to connect observability data directly into incident management and operational workflows. Regarding pricing, Honeycomb Enterprise delivers strong value, but as organizations scale and generate larger volumes of telemetry, cost can become a consideration. More flexible pricing options or cost optimization features for high-volume environments would be helpful. My support experience has been generally positive, but faster turnaround time for complex technical issues and more advanced implementation guides or best practices documentation would make onboarding and troubleshooting easier. These improvements would make an already strong observability platform even more accessible and scalable for enterprise teams.

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's endpoints and user monitoring are considered the most valuable features."
"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 identifies bottlenecks in terms of stability and performance and how long certain data lives in terms of response time and duration."
"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."
"I would give AWS X-Ray a nine out of ten overall."
"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"It is a very scalable solution."
"AWS X-Ray is a strong solution and has a smooth integration process."
"Honeycomb Enterprise is effective because it helps teams quickly find, understand and debug unusual behavior in the complex systems."
"Honeycomb Enterprise played a vital role in identifying the problems in the initial calls itself, which has actually saved us a lot of incidents and reduced customer complaints by almost ninety to ninety-two to ninety-three percent as per the data I have."
"Honeycomb Enterprise has had a very positive impact on our organization by reducing the time it takes to identify and resolve production issues."
"The approach offers significant benefits in terms of efficiency, consistency, and proactive security management, particularly valuable for organizations with large, distributed development teams."
"From a pros perspective, Honeycomb Enterprise could be a better candidate with high cardinality; when there are too many unique values, Honeycomb Enterprise could be more beneficial there."
"It is just amazing working with it, because we have a dashboard and we can run queries to get these error logs, get directly what we want within the time frame, and it helps debug the code and the terminal."
"The most valuable feature of Honeycomb Enterprise for me is the root cause analysis part because it helps me greatly with the response messages and derived error messages which are very clearly mentioned in Honeycomb Enterprise logs."
"It's very scalable since we used it for a really big organization and it worked."
 

Cons

"AWS X-Ray should improve its implementation process to make it easier for developers."
"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."
"Sometimes, the collector agents are confusing to configure initially."
"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."
"Compared to other open-source tools, AWS X-Ray needs improvement in providing discounts."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"I believe Honeycomb Enterprise could be improved by simplifying the initial setup and configuration, especially for teams new to observing it, as the learning curve for advanced queries can be steep, and dashboard customization could be more intuitive."
"I suggest a few areas where Honeycomb Enterprise could improve. One is better onboarding for OpenTelemetry and more customizable dashboards, clearer cost forecasting, and stronger integrations with DevOps and incident management workflows."
"On the negative side, dashboarding is not that great."
"Regarding other aspects, I cannot comment fully because we only use that particular part for tracing the particular threads as per the issues and there are multiple issues in which we have not used it."
"I rate Honeycomb Enterprise a seven out of ten because I feel a lot of the journeys could be made cleaner."
"I have used better tools, I would say. I would not say that I prefer Honeycomb Enterprise as much."
"One challenge is that many things have to be defined manually and are not totally automated, while some competitors used for different projects or clients do have automation."
"The areas for improvement with Honeycomb Enterprise lie in the query UI, which could be improved to a more current standard."
 

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."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
10%
Comms Service Provider
10%
University
8%
Manufacturing Company
8%
Manufacturing Company
10%
Comms Service Provider
10%
Financial Services Firm
9%
Computer Software Company
8%
 

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 Enterprise4
Large Enterprise17
 

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 needs improvement with Honeycomb.io?
Honeycomb Enterprise can be easier to learn, especially for those who are not familiar with distributed tracing and high-cardinality data.
What is your primary use case for Honeycomb.io?
Honeycomb Enterprise serves as the main observability, distributed tracing, and troubleshooting solution for microservices in my project. A specific example of how I have used Honeycomb Enterprise ...
What advice do you have for others considering Honeycomb.io?
I would rate Honeycomb Enterprise seven out of ten. The reason I gave this rating is because it provides strong distributed tracing and useful query capability, but the learning curve is steep for ...
 

Also Known As

No data available
Grit
 

Overview

 

Sample Customers

COMCAST, ConnectWise, skyscanner, AirAsia, cookpad, cimpress, VTEX, zowdow
Clover Health, Eaze, Intercom, Fender
Find out what your peers are saying about AWS X-Ray vs. Honeycomb Enterprise and other solutions. Updated: November 2026.
920,769 professionals have used our research since 2012.