Observability

Sampling Strategies That Still Protect Uptime

Balance cost and coverage without missing the signals that predict downtime.

By Alex KimHead of Reliability|Published December 23, 2025|6 min read
Dashboard with charts showing observability signals

Protect critical paths

Keep full-fidelity traces for checkout, auth, and other revenue paths even when sampling elsewhere.

Route rare error codes and high-latency spans to 100% sampling automatically.

Sampling should never hide an outage on the customer journey.

Use dynamic sampling

Increase sampling during incidents and rollouts; scale down when systems are steady.

Feed sampling decisions from Watch.Dog alerts so coverage matches risk.

Validate visibility

Run chaos tests and confirm the signals appear in dashboards and alerts.

Review dropped events regularly to ensure important data is not being thrown away.

Article stats

  • Author: Alex Kim
  • Role: Head of Reliability
  • Published: December 23, 2025
  • Reading time: 6 min

Tags

#observability#sampling#uptime#watchdog

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