Snowflake Advanced is the set of sophisticated techniques and practices for managing large-scale data warehouses and pipelines in Snowflake. It goes beyond basic SQL queries to include multi-cluster compute, workload management, data sharing, performance tuning, cost optimization, and integration with modern data stack tools like dbt. Advanced Snowflake practitioners design data architectures that serve hundreds or thousands of concurrent users while managing costs and maintaining performance.