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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
24th
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
14th
Average Rating
7.6
Reviews Sentiment
5.7
Number of Reviews
14
Ranking in other categories
AI Code Assistants (8th), AI Observability (11th)
 

Mindshare comparison

As of September 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.0%, down from 2.8% compared to the previous year. The mindshare of Honeycomb Enterprise is 1.0%, down from 1.5% 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 identifies bottlenecks in terms of stability and performance and how long certain data lives in terms of response time and duration."
"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."
"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."
"AWS X-Ray's endpoints and user monitoring are considered the most valuable features."
"I would give AWS X-Ray a nine out of ten overall."
"It is a very scalable solution."
"The most beneficial feature is that it shows a dashboard for performance intervals, which reveals latencies."
"AWS X-Ray is a strong solution and has a smooth integration process."
"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."
"Using Honeycomb Enterprise as a tracing service made it very quick to identify and fix 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."
"Efficiency improvements in processes with Honeycomb Enterprise have definitely been seen, and the most representative example is that more projects can be handled than could be done prior to using Honeycomb Enterprise."
"Honeycomb Enterprise has positively impacted our organization by providing live alerts."
"Honeycomb Enterprise is effective because it helps teams quickly find, understand and debug unusual behavior in the complex systems."
"The biggest return on investment with Honeycomb Enterprise is being able to find, if I am doing production support and something goes wrong, the exact scenario or the exact request and response and the details of that really quickly."
 

Cons

"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."
"I do not have any notes in terms of improvements."
"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."
"They can improve how traces are sent to other providers."
"Sometimes, the collector agents are confusing to configure initially."
"A significant downside is that it is very expensive."
"I have used better tools, I would say. I would not say that I prefer Honeycomb Enterprise as much."
"The process of log scraping gets delayed on Honeycomb.io. At times, it gives false alerts to the application team."
"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."
"On the negative side, dashboarding is not that great."
"Scaling was tricky as the pricing did not accommodate the scale initially as things grew, and throttling is expected based on the pricing models, but the biggest pain point was management or budgeting having to argue on why this was useful to upgrade to the newest pricing."
"We can make alerts based on static numbers, which may block us from building alerts that could be generic enough or could be serviced."
"However, the reason it's only five is because it's lagging behind in terms of AI-compatible features."
"The learning curve can be steep, especially for engineers who are new to distributed tracing and observability concepts."
 

Pricing and Cost Advice

"The solution is a bit expensive."
"The pricing for AWS X-Ray is a six out of ten."
"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."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
11%
Comms Service Provider
10%
Computer Software Company
8%
University
8%
Financial Services Firm
12%
Comms Service Provider
10%
Computer Software Company
9%
Manufacturing Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Large Enterprise3
By reviewers
Company SizeCount
Small Business9
Midsize Enterprise1
Large Enterprise12
 

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?
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 comm...
What is your primary use case for Honeycomb.io?
I have been using Honeycomb Enterprise for the past three years. My main use case has been troubleshooting and performing monitoring for Kubernetes-based applications and microservices.
What advice do you have for others considering Honeycomb.io?
I would say that Honeycomb Enterprise takes governance and security very seriously. I appreciate that it supports enterprise features such as role-based access control, SSO integration, and audit c...
 

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: September 2026.
913,806 professionals have used our research since 2012.