Multi-brand governance is not catalog management — it is commerce orchestration architecture

Managing product data across multiple brands is no longer about "organizing catalogs." It is a governance, orchestration, and AI-readiness problem. Most enterprise groups solve it with either fragmented instances or unsafe shared systems. Neither scales. Here is what the architecture actually requires.