infrastructure, leading to slow processing, high costs, and missed opportunities. Security, Compliance & Governance – AI, search, and analytics must adhere to strict security and compliance standards (e.g., GDPR at rest, role-based access control, and high availability to ensure data integrity, privacy, and governance. To overcome these challenges, data engineering and architecture teams must rethink traditional