Formula
Reserved demand = peak demand × (1 + reserve rate)
Effective capacity per instance = rated capacity × maximum utilization
Instances = ceiling(reserved demand ÷ effective capacity per instance)
What the result means
Required instances is rounded up because a fractional service or server instance cannot carry production load. Headroom is measured after applying both utilization and reserve assumptions.
Benchmark per-instance capacity with representative workloads, latency targets, regional topology, and failure behavior.