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Across industries, leaders are under pressure to operationalize GenAI, moving beyond pilots to achieve real business outcomes.GenAI success is constrained not by models, but by the strength of the underlying data foundation. Legacy data platforms such as ETL, EDW, and Hadoop environments (including Informatica, Teradata, Oracle, Hadoop, SAS, and similar systems) were never designed to support real-time analytics, multimodal data, or AI-driven workloads.