8 · Reliability & observability · Availability math

Availability math

AvailabilityDowntime / yearDowntime / month
99%3.65 days7.3 h
99.9%8.8 h44 min
99.99%53 min4.4 min
99.999%5.3 min26 s
  • Components in series multiply: two 99.9% services both required → 99.8%.
  • Redundant components in parallel: 1 − (1 − a)² → two 99% boxes ≈ 99.99%.

Every extra synchronous dependency lowers your ceiling. Redundancy raises it.