Cascading failure mechanics: how one slow dependency kills healthy services

Overload spreads through systems by arithmetic rather than bad luck: latency multiplies in-flight work, exhausted pools stall every caller, and retries add load exactly when capacity is lowest. Each of the three mechanisms is broken by a specific budget, and each budget has to exist before the incident.