Cascading failure mechanics: how one slow dependency kills healthy services

Overload spreads through systems by arithmetic, not bad luck: latency multiplies in-flight work, exhausted pools stall every caller, and retries add load exactly when capacity is lowest. Knowing the three mechanisms and the budget that breaks each one turns the resilience chapter of any interview from vocabulary into reasoning.