The EU AI Act is now actively enforceable, shifting AI compliance from a theoretical future goal to a strict legal reality for businesses. Simultaneously, companies are moving their generative AI innovations out of experimental sandboxes and scaling them into production-level operations. Because trustworthy AI cannot be built on ungoverned data, the seamless integration of Data and AI Governance has become an absolute prerequisite for remaining globally competitive. Therefore, discussing this right now is crucial and modern platforms like Microsoft Fabric finally allow us to translate these complex regulatory requirements into practical, technical solutions.