Databricks and Snowflake are central to analytics, AI, machine learning, and data engineering work. The data cloud infrastructure behind those workloads has become an important part of the modern technology estate. As organizations expand AI initiatives and platform usage increases, data cloud costs can become harder to manage without workload-level visibility.