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.

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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.

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Article

Debugging Production Issues Without a Debugger: Approaches That Work

Attaching an interactive debugger in production is usually impossible. Here’s how I gather signal, reproduce issues, and restore service using other techniques.

Observability
Article

Writing Bug Reports That Developers Appreciate

A good bug report is more than a template. Learn which details actually move the needle, and which common 'best practices' waste developer time.

Engineering process
Article

Assert Statements: Where They Help and Where They Hurt

Assert statements are a double-edged sword. Used correctly, they catch bugs early and document invariants. Used carelessly, they can mask failures and create security holes. Here's how to wield them effectively.

Debugging fundamentals
Article

Defensive Logging: Patterns for Surviving Production Data Rot

Most logging advice stops at 'log more'. Here's how to log defensively—handling nulls, encoding, PII, and context propagation before they rot your observability pipeline.

Observability
Article

Debuggers vs Console.log: Why I Stopped Using Print Statements for Debugging

Print statements are the duct tape of debugging. They work for trivial issues, but for race conditions, async flows, or deep call stacks, a debugger saves hours. Here's what I learned after years of using both.

Tools
Article

Treating Bugs as Hypotheses: How the Scientific Method Fixes Debugging

Frustrated by flailing through logs? The scientific method turns debugging into a reproducible process. Here's how to formulate hypotheses, design experiments, and isolate root causes with confidence.

Debugging mindset