In e-commerce, scalability is directly tied to operational clarity. As stores grow, they often add multiple feature-rich apps and custom integrations. While these solutions promise enhancements, they can lead to a tangled web of interdependencies if not managed with foresight. Common pitfalls include order processing delays due to inventory mismanagement and slow refund operations impacting customer experience queues. Without a coherent operational strategy, these complexities evolve into silent operational inefficiencies, risking both CX and fulfillment SLAs. The preventive model assigns clear process ownership, enforces strict SLAs, and mandates routine system audits to maintain a streamlined, sustainable operational infrastructure.