The world of data platforms has evolved dramatically over the last decade. What began as an ecosystem dominated by Hadoop has transformed into a landscape defined by cloud-native lakehouses, AI-powered analytics, governed pipelines, and unified multi‑cloud strategies. With every major vendor innovating rapidly—AWS, Azure, Google Cloud, and Cloudera—the question many enterprises face today is: …