# How to Make Observability Cost Less

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September 23, 2026

The Buzz at Honeycomb

In This Issue:

Canvas Powers the AI Agent Development Feedback Loop

How to Effectively Manage Observability Costs

AI Norms & Values: Part 3

Join us at O11yDay London

Troubleshooting & Debugging with Honeycomb

How Canvas Powers the AI Agent Development Feedback Loop

AI agents need a real feedback loop, not just reactive debugging. This post walks through how Honeycomb's Canvas powers each stage—instrumenting agents with OpenTelemetry, understanding a single run, finding the problems worth fixing, shipping the fix, and proving it worked. Bonus: we share tips for getting the most out of Canvas.

Dive In

How to Effectively Manage Observability Costs

Cardinality, retention, and sampling decisions all carry real budget implications. Learn where observability costs originate and how to cut spend without losing the insights you need during an incident.

Register to join us live September 30 1:30pm PT/4:30pm ET or to receive the replay.

Save Your Spot

10 Years of Honeycomb, 10 Minutes of Your Time

Leave a review on G2 and receive a $10 Amazon gift card

as a thank you.

Tell Us What You Think

AI Norms & Values, Part 3 of 3: Things We Hold True

The final installment of Honeycomb's AI Norms & Values series: the principles we hold true about AI as a tool, ownership of work, and rising standards; how we actually use AI day to day; usage patterns for respecting each other's time; and where our policies stand on AI's ethical concerns like energy use, IP, bias, and wages.

Dive into Charity's conclusion to the series.

Finish the Series

Reread Part 1: How We Do Business at Honeycomb and Part 2: AI for Honeycomb Engineering.

O11yDay London, October 6-7

Hands-on Workshops and Practitioner-led Talks

O11yDay London

October 6: Small group workshops for engineers who want to go deep

AI Battleships: Can you beat my battleships just by vibecoding?

Observing AI-Driven Development with Focused

How Observability Makes Better AI and Human Investigators

October 7: Discuss real challenges, hard-won lessons, and honest outcomes

Explore Event Details

Honeycomb Academy Course Spotlight

Troubleshooting & Debugging with Honeycomb

Honeycomb Academy

A lab-driven, hands-on course that follows one incident from the first symptom to a confident finding.

You won't jump between disconnected tools -- you'll work through a single investigation using BubbleUp, traces, relational fields, calculated fields, and Canvas, each one picking up where the last left off.

Explore Course Details

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