Honeycomb changelog
Honeycomb changelog
honeycomb.io

Introducing the new Canvas

 

New

  

This release brings a redesigned investigation surface built for how teams work today: with multiple humans and multiple agents collaborating on the same investigation in real time, agents that act autonomously when alerts fire, executable knowledge that teaches them how your systems work, and connections to the tools where your code lives.

NGC option 4.png

Auto-investigations

When a trigger fires, an SLO burns, or anomaly detection flags unusual behavior, Canvas can now start investigating on its own. By the time you open the alert, an agent has already pulled the relevant traces, run the queries, and surfaced the findings, so you walk into context rather than a blank page.

Multiplayer

Multiple humans and agents can now work on the same investigation simultaneously. Each person gets their own agent thread, and the canvas itself becomes the shared record of how the team figured things out. When a teammate joins mid-incident, they can see exactly what's been tried and can quickly summarize where the investigation stands.

Built-in & Custom Skills

Canvas ships with a set of built-in skills that help the agent investigate as an expert Honeycomb user would. And you can write your own. Custom skills let you encode the runbook your team has perfected: the order to check things, the patterns to watch for, the tribal knowledge usually trapped in someone's head. Each skill has a description that tells the agent when to use it, or you can invoke it directly in the Canvas.

GitHub Integration

Canvas can now connect to your GitHub repositories to ground investigations in your actual code. Ask why an endpoint is slow, and Canvas can correlate the telemetry with the code path that produced it, the recent commits that touched it, and the open PRs that reference it.

Honeycomb Canvas Slack App

Ask questions of your Honeycomb data without leaving Slack. Mention @Honeycomb Canvas in any channel to investigate production issues, explore service behavior, or get quick answers without any context switching. When auto-investigations is also enabled for a trigger or SLO alert or when anomaly detection flags an issue, the Honeycomb Canvas Slack app responds with the investigation findings directly in the thread so you can get the context you need immediately.

Ask Canvas

Chat with your data from anywhere in Honeycomb. Open the Ask Canvas chat from any page and ask questions in natural language, whether you're trying to understand how to read a query or board, or just want a quick read on what's happening. Click the floating Canvas icon on the lower right of any page to start asking questions. When you want to transition to a deeper investigation, simply navigate from the chat into the full Canvas interface to continue your exploration.

BubbleUp Insights

 

New

  

BubbleUp Insights analyzes your BubbleUp results for you to quickly surface notable differences and potential root causes in your data.

bubbleup-insights.png

Insights will load automatically when running a BubbleUp in Query Results for all teams opted in to the Honeycomb Intelligence Terms. You can still analyze and interact with BubbleUp yourself using the charts below the Notable Differences section.

Dark Mode

 

New

  

Honeycomb is now easier on the eyes during late-night incidents.

image (8).png

Honeycomb now supports dark mode across the entire product. It follows your system preference automatically or you can toggle it manually in the left nav.

Ask Canvas: Now in Beta

 

New

  

With Ask Canvas, you can ask questions about the data you're looking at in Honeycomb! For example, ask "tell me about this query" for an instant plain-language summary of your query and results. Canvas chat is context-aware, so you can skip straight to the interesting questions. Ask Canvas is available on most pages in Honeycomb.

To get started: Click "Ask about this data" at the bottom of any page to open the chat.

Ask Canvas is a beta feature. We'd love your feedback to help improve this feature!

ask-canvas.gif

Honeycomb Canvas Slack App: Now in Beta

 

New

  

Honeycomb Canvas is a new Slack app that lets your team ask questions of your Honeycomb data without leaving Slack. Mention it in any channel to investigate a production issue, explore a service, or get a quick answer — no context-switching required.

Example questions. you can ask:

@Honeycomb Canvas what's the error rate for the auth service today? @Honeycomb Canvas show me p99 latency for checkout over the last 24 hours @Honeycomb Canvas are there any anomalies in our ingest pipeline right now?

The Honeycomb Canvas Slack app is available in beta today. To install the Slack App, navigate to Team Settings > Integrations > Install Slackbot. Access requires agreeing to Honeycomb Intelligence Terms.

Screenshot 2026-04-23 at 3.27.01 PM.png

Now on Home: Ask Questions with Canvas

 

New

  

You can now ask questions of your system directly on the Home page with Canvas. Quickly dive into an investigation to get answers fast!

Screenshot 2026-04-13 at 12.05.19 PM.png

Gen AI tab on Traces

 

New

  

When investigating traces from a generative AI agent or application, the trace sidebar now includes a dedicated Gen AI tab that surfaces AI-specific context alongside the standard Fields, Span Events, and Links tabs.

In the Gen AI tab, you can see what messages were exchanged, what model was used, how many tokens were consumed, and if response quality evaluations passed without manually scanning raw span fields.

Screenshot 2026-03-24 at 3.46.18 PM.png

Introducing @Honeycomb Canvas in Slack

 

New

  

Honeycomb Canvas is a new Slack app that lets your team ask questions of your Honeycomb data without leaving Slack. Mention it in any channel to investigate a production issue, explore a service, or get a quick answer — no context-switching required.

Example questions. you can ask:

@Honeycomb Canvas what's the error rate for the auth service today? @Honeycomb Canvas show me p99 latency for checkout over the last 24 hours @Honeycomb Canvas are there any anomalies in our ingest pipeline right now?

The Honeycomb Canvas Slack app is available in early access today. To participate, reach out to your Honeycomb customer success representative. Access requires agreeing to Honeycomb Intelligence Terms.

dogfood-canvas-screenshot-blurred.png

Query Math is now available for all datasets and Triggers

 

New

  

Query Math lets you define multi-step queries and perform math across their results directly in the Query Builder, now available across all your datasets. No calculated fields required.

Each step has its own SELECT, WHERE, and GROUP BY clauses, and you combine them using simple formulas like ($A / $B) * 100. Give each formula a name and it carries through to your visualizations, keeping your charts focused on the final calculated value. Common use cases include:

  • Error and success rates — count errors in Step A, total requests in Step B, divide and multiply by 100
  • Memory utilization — compare memory usage against available memory across your pods
  • Request rate differences — spot load imbalances by comparing request rates between services

When you're ready to act on your data, you can alert on formula results directly from a Trigger.

querymathtriggers.gif

Support for query math is shortly rolling out to Canvas and MCP as well!

Canvas Alert Investigations

 

New

  

You can now launch an AI-powered investigation with Canvas directly from a Trigger or SLO Burn Alert.

Trigger and SLO Burn Alert notifications sent to Slack, PagerDuty, and Email now include an ✨ Investigate link. Clicking this link starts an automatic investigation with information gathered about your alert, including trigger or SLO details, thresholds, and datasets.

Use Canvas Alert Investigations to reduce context gathering and get to root cause faster with Honeycomb.