This chapter explores the evolving landscape of data architecture, emphasizing the roles of Chief Data Officers and the significance of aligning data management practices with business goals. It contrasts traditional systems such as data warehouses with modern solutions like data lakes and lakehouses, while addressing the challenges of maintaining data consistency across various applications. The discussion also highlights the importance of collaborative approaches and business-driven data governance in successfully implementing Master Data Management strategies.