Architect a modern enterprise data strategy (data mesh / data fabric), enriched with a context layer, enterprise knowledge graphs, and shared ontologies, that makes cross-brand data clean, unified, semantically connected, and ready to power AI use cases. Establish balanced hybrid and multi-cloud architectures, aligning cloud platforms (AWS, Azure, GCP), SaaS/PaaS solutions, and on-prem environments to enable agility, resilience, and cost-effective scale.