Modern enterprises increasingly operate in environments where multiple business domains, functional units, operational groups, or external partners must share common data infrastructure while maintaining strict isolation, governance, and performance guarantees. Traditional data warehouses and lakehouse platforms, designed for monolithic or single-tenant usage, struggle to address the diversity of requirements introduced by heterogeneous tenant workloads, varying consumption patterns, and complex governance boundar…