The "agent explosion" introduces dynamic complexity and invisible spend that is harder to track than human-driven jobs. BigQuery has evolved for this agentic era, delivering end-to-end observability to streamline troubleshooting and cost allocation. We are also introducing granular controls via rules-based workload management to maximize your data investment for the next generation of AI use cases. Join us to explore our observability and workload management roadmaps designed to help you operate BigQuery in the agentic era.