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Nathan Jukes - PeerSpot reviewer
Software Engineer at Invevo
Real User
Top 20
Feb 8, 2026
Alerting has improved trace visibility across services but dashboards still need clearer insights
Pros and Cons
  • "Honeycomb Enterprise has positively impacted our organization by providing live alerts."
  • "I rate Honeycomb Enterprise a seven out of ten because I feel a lot of the journeys could be made cleaner."

What is our primary use case?

My main use case for Honeycomb Enterprise is alerting and full stack tracing. I use Honeycomb Enterprise for tracking our traces from the front end all the way to our back end in Kotlin, and through Kafka and into Elastic. This helps us to spot any bottlenecks and see where errors occurred in our data processing pipeline.

What is most valuable?

We primarily use Honeycomb Enterprise to power our alerting, so we get alerts based on throughput, based on spikes, anomalies, and any error rates in each service. The best features Honeycomb Enterprise offers are alerting, which is mainly what we use it for.

Visualization is fine for me, although our dashboards are a bit cluttered. Primarily, the alerts are the most useful thing. The querying is good, although sometimes a bit messy. I would appreciate a better way to store my queries, perhaps with some auto-fill functionality. The alerts are the best feature.

Honeycomb Enterprise has positively impacted our organization by providing live alerts. We have been able to get alerts when something may pop up and see any issues in the system. We get alerts into Slack, and they work great. We see a lot of metrics go through into Slack, and they are really useful for keeping our team focused on only seeing one place to see alerts.

What needs improvement?

Honeycomb Enterprise can be improved by having a cleaner dashboard and a nicer way to search between insights.

For how long have I used the solution?

I have been using Honeycomb Enterprise for one and a half years.

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What was our ROI?

I do not have the metrics for a return on investment, but it has been very useful.

What other advice do I have?

Having those alerts and metrics in Slack helps with our SLAs. If we ever have downtime in a service, we can get back to it straight away. I rate Honeycomb Enterprise a seven out of ten because I feel a lot of the journeys could be made cleaner. Some of the dashboards and the insights could be a bit more well-refined. For example, Grafana has a lot better visualization tools, but it needs to be a bit more involved.

Honeycomb Enterprise is deployed in our organization in a public cloud and is hosted by Honeycomb, who is the provider.

My experience with pricing, setup cost, and licensing is that the number of samples would be good. The number of events, really, so we can pay less. I do not have the metrics for a return on investment, but it has been very useful. It is quite expensive, but I think we get value out of it. My overall rating for Honeycomb Enterprise is seven out of ten.

Which deployment model are you using for this solution?

Public Cloud
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Last updated: Feb 8, 2026
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Software Engineer at a financial services firm with 11-50 employees
Real User
Top 20
Feb 6, 2026
Debugging complex microservices has been challenging but visualization helps trace issues clearly
Pros and Cons
  • "It's very scalable since we used it for a really big organization and it worked."
  • "However, the reason it's only five is because it's lagging behind in terms of AI-compatible features."

What is our primary use case?

We were building a product for one of the biggest wealth management platforms in the world, an American wealth management platform. For them, it is really important for the product to be reliable and for them to set up KPIs, especially for vendors like us who worked for them.

The debugging process usually involved Splunk Cloud or Honeycomb Enterprise traces. Whenever I was looking at an issue, I probably went through the traces because it was a microservice architecture. Sometimes it really helped to understand the call chain. For example, if there were 10 microservices calling each other in some sort of order, being able to visualize that and look through that was pretty useful.

What is most valuable?

I would say all of these three are pretty good features of Honeycomb Enterprise.

Honeycomb Enterprise is super useful if you think before this paradigm shift, when it was really important for humans to be able to see things visualized. For me to better understand in this very complex microservice architecture what's going on, Honeycomb Enterprise really helped with that through its good UI. However, the reason it's only five is because it's lagging behind in terms of AI-compatible features.

What needs improvement?

The major thing that's missing from Honeycomb Enterprise is AI compatibility. As far as I know, it's not really a text-based or code-based tool. It's more of a UI right now, which before this paradigm shift where everyone is using AI agents to work, was pretty useful. However, after this paradigm shift, I think it's really important for a tool like this to be AI-friendly. Honeycomb Enterprise is really lagging behind in this area, and I don't know how they could manage that.

For us it was sometimes pretty slow using Honeycomb Enterprise. I don't know if that can be improved. Although we might use the paid solution or self-host it somewhere because of privacy concerns. Maybe that's not Honeycomb Enterprise's fault. However, the main thing is that I think everything should very hard aim for the direction of being AI compatible because every engineer, or most engineers now use AI to code. If something is not easy to work with AI agents, that will stay in the past.

For how long have I used the solution?

I used Honeycomb Enterprise at my previous job for around one to one and a half years.

What do I think about the stability of the solution?

Honeycomb Enterprise is stable.

What do I think about the scalability of the solution?

It's very scalable since we used it for a really big organization and it worked.

Which other solutions did I evaluate?

If it's a big company, I understand using Honeycomb Enterprise. If it's a small company, I would suggest using some sort of open-source solution or something that is code-based and is easier to use with AI.

Which deployment model are you using for this solution?

Private Cloud

If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?

Other
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Last updated: Feb 6, 2026
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Diego Gomes De Lima - PeerSpot reviewer
Senior Software Engineer at Alice
Real User
Top 5Leaderboard
Aug 31, 2024
Easy to use and the dashboard is very intuitive
Pros and Cons
  • "The solution's most valuable features are the queries for the OpenTelemetry events and all the tracing."
  • "We can make alerts based on static numbers, which may block us from building alerts that could be generic enough or could be serviced."

What is our primary use case?

The solution is mainly used for stack observability. It observes service behavior or any kind of failure that may be happening. The tool is also related to research. My company is working more on this, but I have been working on my SLOs and defining SLOs for the last seven months.

What is most valuable?

The solution's most valuable features are the queries for the OpenTelemetry events and all the tracing. The solution is very easy to use, and the dashboard is very intuitive.

What needs improvement?

We faced some OpenTelemetry metrics lost between the communication from the service and the Honeycomb.io. I can't say if this is a Honeycomb.io issue or if there are some limitations in OpenTelemetry.

Alerts are very helpful in Honeycomb.io, but we don't usually merge because we can compare queries with queries for making alerts. We can make alerts based on static numbers, which may block us from building alerts that could be generic enough or could be serviced.

For how long have I used the solution?

I have been using Honeycomb.io for two years.

What do I think about the stability of the solution?

We’ve never had any issues with the solution’s stability.

What do I think about the scalability of the solution?

Honeycomb.io is a scalable solution. The service is very resilient and can handle a lot of data. The quantity of data Honeycomb.io can parse and use to create charts is really good. More than 100 users are using the solution in our tech team.

I rate the solution’s scalability an eight or nine out of ten.

How was the initial setup?

The solution's initial setup is easy. I think the hardest part is to understand OpenTelemetry in general.

What other advice do I have?

We set up Honeycomb.io on all the services so that we can have all the set traces of the communication between all the services inside the company. This helps us understand where it could be failing, which in turn helps with failures and observability.

When we are not thinking about one specific failure but a major one, we can create queries for statistics views like the P99 or P95 behaviors. That's very helpful. I would recommend the solution to other users because it is very helpful.

Overall, I rate the solution a nine out of ten.

Disclosure: My company has a business relationship with this vendor other than being a customer.
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reviewer2151066 - PeerSpot reviewer
Software Engineer at a financial services firm with 10,001+ employees
Real User
Top 20
Apr 7, 2023
A valuable solution for application teams to identify downtime and SLO-related issues
Pros and Cons
  • "The solution's initial setup process was straightforward since we were getting enough support from Honeycomb.io's team."
  • "The process of log scraping gets delayed on Honeycomb.io. At times, it gives false alerts to the application team."

What is our primary use case?

There aren't any specific use cases for the solution as such. In our company, we use the solution for SLA and SLO-related work.

How has it helped my organization?

Honeycomb.io facilitates the identification of service downtime by integrating with our logging endpoint in Splunk. We log the endpoint in Splunk, and Honeycomb.io scrapes those logs. Honeycomb.io employs a different set of queries to alert the application team whenever it is unable to scrape the logs. This notification informs the team that the app is down.

What is most valuable?

There aren't currently many features we are using in the solution. The features that we use in the solution are to improve the functioning of our organization.

What needs improvement?

The process of log scraping gets delayed on Honeycomb.io. At times, it gives false alerts to the application team.

It would be good if Honeycomb.io could integrate with third-party tools or paid services, which can make it easy for us to alert our teams more frequently.

For how long have I used the solution?

I have been using Honeycomb.io for six months. Also, I don't remember the version of the solution I am using.

What do I think about the stability of the solution?

Stability-wise, I rate the solution an eight out of ten.

What do I think about the scalability of the solution?

Scalability-wise, I rate the solution a seven out of ten.

We don't have any plans in our company to increase the usage of the solution.

How are customer service and support?

The solution's technical support team is good. We have received a few hours of support directly from the support team. Also, we used to have KT sessions organized by Honeycomb.io, during which we used to get our queries addressed while attempting to get familiar with the tool.

How was the initial setup?

The solution's initial setup process was straightforward since we were getting enough support from Honeycomb.io's team. The solution is deployed on the cloud.

What other advice do I have?

Specifically, I would suggest application teams use Honeycomb.io since it is a good tool. Also, it can be helpful for members of applications teams to identify downtimes and SLO-related issues. Overall, I rate the tool an eight out of ten.

Disclosure: My company does not have a business relationship with this vendor other than being a customer.
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Updated: August 2026
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Download our free Honeycomb Enterprise Report and get advice and tips from experienced pros sharing their opinions.