This session explores the technical architecture and cloud migration journey, focusing on challenges and solutions for large-scale data processing. It covers the adaptation of legacy systems to a scalable cloud environment, with Databricks playing a key role in handling massive data volumes. The architecture now supports 18 million daily personalized recommendations, enhancing customer experiences at scale. Key insights include lessons learned, critical technical decisions, and the impact on operational efficiency and business outcomes.