SLO & Reliability Practical By Samson Tanimawo, PhD Published Jan 7, 2026 4 min read

SLO Validation: Check Your Math

SLOs based on bad data are misleading.

Data quality

Source metrics correct? Sampling unbiased?

Validate sources.

Missing data

Stale metrics make SLO look better than reality.

Detect; flag.

Anomalies

Outliers can dominate aggregate.

Validate distribution.