How Poor Architecture Collapses Under Predictable Load

Most teams mistake traffic spikes for a hardware problem and throw more servers at a failing system—but the real issue lies in fundamental architectural decisions. Race conditions, lack of idempotency, synchronous processing, and missing read/write separation create cascading failures that no amount of server capacity can solve, requiring fundamental rethinking of system design.