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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
27th
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
7.8
Reviews Sentiment
5.8
Number of Reviews
15
Ranking in other categories
AI Code Assistants (8th), AI Observability (11th)
 

Mindshare comparison

As of October 2026, in the Application Performance Monitoring (APM) and Observability category, the mindshare of AWS X-Ray is 1.0%, down from 2.7% compared to the previous year. The mindshare of Honeycomb Enterprise is 1.0%, down from 1.4% 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

"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."
"It is a very scalable solution."
"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 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."
"I would give AWS X-Ray a nine out of ten overall."
"The error analysis capabilities of X-Ray are really good."
"AWS X-Ray is a strong solution and has a smooth integration process."
"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."
"The solution's most valuable features are the queries for the OpenTelemetry events and all the tracing."
"Honeycomb Enterprise has positively impacted my organization by improving the way I understand production problems and significantly reducing the time required to do so."
"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 had a very positive impact on our organization by reducing the time it takes to identify and resolve production issues."
"It's very scalable since we used it for a really big organization and it worked."
"The approach offers significant benefits in terms of efficiency, consistency, and proactive security management, particularly valuable for organizations with large, distributed development teams."
"Using Honeycomb Enterprise as a tracing service made it very quick to identify and fix issues."
 

Cons

"Sometimes, the collector agents are confusing to configure initially."
"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."
"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."
"The user interface is sometimes kind of confusing to understand. It's not very user-friendly."
"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."
"I do not have any notes in terms of improvements."
"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."
"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."
"The learning curve for things such as traces, spans, high-cardinality data, and advanced queries is an area where Honeycomb Enterprise can be improved."
"The learning curve can be steep, especially for engineers who are new to distributed tracing and observability concepts."
"One of the disadvantages or areas for improvement I see is that it is very costly. My honest opinion is that its service is very good, but for me as an individual, if I am using it in a small app, it creates a huge amount of data and it is very expensive to manage."
"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."
"We can make alerts based on static numbers, which may block us from building alerts that could be generic enough or could be serviced."
"I have used better tools, I would say. I would not say that I prefer Honeycomb Enterprise as much."
 

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 pricing for AWS X-Ray is a six out of ten."
"The solution is a bit expensive."
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
11%
Computer Software Company
9%
Manufacturing Company
9%
Comms Service Provider
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 Enterprise2
Large Enterprise13
 

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.
915,341 professionals have used our research since 2012.