The study revealed that modern data architectures, like data lakehouses, data mesh, and data fabric, are essential for AI-driven innovation. Hybrid data platforms combining cloud and on-premises infrastructures are preferred for flexibility and control. Emphasizing the importance of unified data management, the research indicates a shift towards seamless, secure data platforms to accelerate AI adoption and enable strategic business transformation.