ML and Advanced Analytics Workloads

Snowflake can be your entire ML data plane: you build features where the facts live, keep point-in-time guarantees with Time Travel and SCDs, and publish training/serving views that stay consistent across experiments and production. You don’t have to move rows to engineer features—windowed SQL, semi-structured projection, and Snowpark cover nearly everything. When you do need custom math, a small UDF or Snowpark routine runs in-database, so the data never leaves.