This use case highlights how a surveillance analytics team overcame processing bottlenecks by adopting Voltron Data’s GPU-accelerated SQL engine, Theseus. The solution enabled sub-hour turnaround on datasets 10x larger while cutting compute costs by 50%. Additionally, refactoring Spark jobs into Ibis provided a more flexible, engine-agnostic analytics workflow.