Buglyst Blog

Learn to debug under pressure.

Playbooks for fast pattern recognition, guides for the full investigation, and articles for the engineering judgment around the edges.

( 02 )Deep debugging guides

Structured investigations for the failure modes engineers meet in real systems.

Browse all guides
Guide

Stale lock bug: how locks that are never refreshed cause outages

A lock is acquired, the operation succeeds, but the lock is never released or refreshed. Other processes wait until the lock TTL expires, causing delays or outages.

JavaScript/Node runtime debugging
Guide

Tenant cache leak: how to debug cross-tenant data exposure through caching

A user from Tenant A sees data from Tenant B because the cache key does not include the tenant identifier. The cache is leaking data across tenants.

Database/debugging
Guide

Observability missing logs: how to debug gaps in logging and monitoring

A critical error happened in production but there are no logs for it. The log level is too high, logs are dropped under load, or the log pipeline has a silent failure.

Observability/performance debugging
Guide

Log says success but the user still fails: how to debug misleading logs

Your application logs 'Operation completed successfully' but the user sees an error or gets no result. The log is lying — it is logging intent, not outcome.

Observability/performance debugging
Guide

Background job stuck: how to debug jobs that never complete

A background job enters the queue, a worker picks it up, and then nothing. The job never completes, never fails, and never retries. It is stuck in limbo.

Observability/performance debugging
Guide

Race condition in payment flow: how to debug concurrent payment issues

Two requests hit the payment endpoint at the same time. Both check the balance, both see enough funds, and both deduct. The user is charged twice.

Auth/session/payment bugs
( 03 )Engineering articles

Long-form thinking on debugging habits, observability, and the systems around the bug.

Browse all articles
Article

How to Read Error Messages: A Debugging Protocol

Most engineers skim error messages and miss the signal. Here's a repeatable protocol for extracting maximum information from stack traces, log lines, and crash dumps — with a real incident walkthrough.

Debugging fundamentals
Article

When to Escalate a Bug: A Decision Framework for Junior and Mid-Level Engineers

A practical framework for junior and mid-level engineers to decide when to escalate a bug, with real-world examples and criteria beyond time spent.

Engineering process
Article

Debugging vs. Firefighting: Why Treating Production Incidents as Debugging Sessions Fails

When production goes down, your brain wants to debug. That instinct costs you hours. Here's why firefighting requires a fundamentally different approach, and the specific process I use to switch modes.

Engineering process
Article

Writing an Incident Runbook That Actually Gets Used in Production

A runbook isn't a document—it's a tool. Here's how to write one that reduces MTTR and doesn't embarrass you during the next PagerDuty alert.

Engineering process
Article

Debugging a production incident with your boss on Slack: staying rational when everything is on fire

A personal account of debugging a cascading Redis failure while the VP of Engineering watched, and the mental models that kept the fix from turning into a rollback.

Debugging mindset
Article

Reading Distributed Traces to Find Latency: A Field Guide

Tracing tools generate a firehose of data. Here's how to filter the signal from the noise and actually find the root cause of high latency.

Observability