Cards/ReliabilitySystem Design · Day 8Aug 8, 2026

Why 80% Full Is Already Too Full

Why 80% Full Is Already Too Full — system design card, day 8, reliability

A road at 80% capacity isn't 80% as smooth. It's where traffic jams begin.

Queueing theory gives the shape. As utilisation climbs, waiting time doesn't rise steadily — it curves upward and then goes vertical.

UtilisationAverage wait
50% busy≈ 1× service time
80% busy≈ 4×
90% busy≈ 9×
95% busy≈ 19×

Nothing broke between 80 and 95. The servers are healthy. The code didn't change. Only the gaps disappeared.

Arrivals aren't evenly spaced. Idle capacity isn't waste — it's the room a burst lands in.

Run anything at full capacity and the first surprise becomes the crisis.