As enterprise data volumes expand and analytical demands become more sophisticated, conventional CPU-based processing is reaching its limits. From slow joins and constrained ETL workflows to AI/ML pipelines that can’t keep pace with business requirements, many data teams are finding it increasingly difficult to generate insights quickly—particularly at the petabyte scale.