You are a data engineer at a retail company responsible for designing a data warehouse to store and analyze sales data from multiple sources, including point-of-sale systems, e-commerce platforms, and customer loyalty programs. The company wants to use this data to generate detailed sales reports, perform customer segmentation, and create predictive models for inventory management. Given the need for scalable storage, fast query performance, and seamless integration with machine learning workflows, which AWS service is MOST SUITABLE for this data warehousing solution?