Managing unstructured data at scale presents significant challenges for organizations, especially as the demand for its integration with Generative AI grows. The article discusses the Medallion Architecture framework and its evolution to accommodate unstructured data, emphasizing the importance of a unified data management strategy that leverages large language models for improved data processing and analysis.