End-to-end training architectures built on Snowflake, using Snowpark for feature engineering, external functions for model training orchestration, and Snowflake’s data sharing for retailer-supplier forecast collaboration. Content covers Snowflake-native ML patterns, data marketplace enrichment, and how retailers centralize demand data for multi-tenant model training.