Datadog reduced Spark job infrastructure costs by 44% by combining agentic AI with Jobs Monitoring to automatically identify inefficiencies, tune configurations, and right-size compute resources. The post describes the agentic workflow that analyzes job metrics, proposes optimizations, and validates improvements without manual intervention.