We implemented Snowflake as a scalable SSOT and optimized loading and orchestration to significantly reduce platform costs. The new architecture improved reliability and auditability through better governance and structured raw data handling. Snowflake usage was optimized with up to 70% cost savings, while the platform became fully prepared for advanced analytics and machine learning workflows.