The Truro tidal bore rolling past an old laptop displaying suspiciously generated code

TRURO, NOVA SCOTIA • APRIL 1

Waterfall2026

ATLANTIC SYMPOSIUM ON SOFTWARE BY IMPROV

Production-First Debugging: Logs Are User Feedback

Presenter: Paige Oncall, Community Observability Manager

Time: 16:07, pager permitting

Room: The Incident Command Gift Shop

Portrait of Paige Oncall

Paige Oncall believes staging creates synthetic confidence. Her users provide real devices, real data, and remarkably prompt incident reports at no additional tooling cost.

Abstract

Why predict failures in an artificial environment when customers can discover them under authentic load? Paige reframes production as a participatory debugging platform with unusually motivated volunteer testers.

A null pointer will be deployed to 100% of traffic so the support inbox can triangulate the affected code path.

LIVE DEMO TRANSCRIPT

You're absolutely right to push back on that. I said no users were affected, but the dashboard was filtered to users not affected. I've widened the filter.

Learning Objectives

  • Convert complaints into distributed traces.
  • Use revenue impact as severity scoring.
  • Close incidents by renaming them known behavior.

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