The e-commerce platform faced growing challenges with its Redshift-based data infrastructure. Rising costs, inefficient queries, and fragile orchestration limited scalability. These bottlenecks slowed analytics, created reporting inconsistencies, and prevented business and product teams from leveraging data for timely, impactful decisions.