Amazon SageMaker Lakehouse combines S3 data lakes and Redshift data warehouses to provide unified analytics and AI/ML capabilities. It achieves this by utilizing open Apache Iceberg APIs and fine-grained access controls, allowing developers and companies to work with a single copy of data more efficiently.