Flash sales: limited inventory, massive traffic spike (Black Friday, product drops). Challenge: K requests/second for items.
Strategies: queue requests, process in order until sold out. Pre-warm caches and scale infrastructure. Inventory decrement must be atomic (Redis DECR or database row lock). Return "sold out" immediately once count hits zero. Virtual waiting room for fairness.