The collection

Observability success stories

8 stories of observability done right, written up like incident reports with happy endings. Filter by theme, or read them all and borrow the practice behind each one.

Postmortems Resolved calmly

The Blameless Postmortem That Changed Everything

An outage could have ended with someone blamed and nothing learned. Instead a blameless postmortem turned it into three concrete fixes and a team that started surfacing risks early.

Rollouts Resolved calmly

The Canary That Caught It

A bad deploy raised the error rate the instant it touched real traffic. The canary saw it at one percent, rolled itself back automatically, and 99 percent of users never noticed.

Runbooks Resolved calmly

The Runbook That Worked

A new hire's first night page, resolved in ten calm minutes, because the alert linked straight to a runbook that named the dashboard, the likely cause, and the exact command to run.

Metrics Resolved calmly

The Label We Did Not Add

A pull request tried to add a user ID to a metric. A linter flagged it, a reviewer explained why, and an eight million series cardinality explosion quietly never happened.

Tracing Resolved calmly

Tail Sampling Caught the One in Two Thousand

A bug that corrupted one order in two thousand would have been invisible under head sampling. Tail-based sampling kept every failing trace, and the root cause was found in minutes.

On-call Resolved calmly

The Page That Never Came

A week on call with zero pages. Not because nothing happened, but because error budgets, symptom-based alerts, and ruthless noise pruning meant only the things worth waking for ever woke anyone.

Dashboards Resolved calmly

The Dashboard That Told the Truth

When latency crept up, one dashboard showed the real story in seconds: a data freshness badge, SLO burn lines, and the one graph that mattered. The fix took longer to deploy than to find.

Alerting Resolved calmly

The Alert That Saved the Weekend

A single well-tuned alert on a slow memory climb fired on Friday afternoon, days before it would have become a Saturday-night outage. Nobody lost a weekend.