Many enterprise AI efforts stall because the underlying data infrastructure wasn’t designed with scale, ethics, or security in mind. In this hands-on session, Rakia will guide attendees through the core elements of transitioning from legacy data ops to an AI-optimized backend. We’ll cover modular architecture, data audit trails, and real-time system observability—all without requiring a complete rebuild.