Most distribution centers run on heroic coordination instead of operational flow. This article explains why traditional distribution center management breaks as volume and complexity rise, how decision latency and exception backlogs become the real throughput constraint, and how real-time orchestration unifies task routing, workforce coordination, inventory truth, and exception handling into a single operational layer that sustains performance.