# Overview Ralph Kimball advocates for a bottom-up approach and using a [[Star Schema]]. He recommends the following key principles: - Dimensional Design - organizes data into fact and dimension tables - Bus Architecture - ensures scalability and consistency across the data warehouse - Incremental Development - build the data warehouse iteratively through data marts # Key Considerations # Pros # Cons # Use Cases # Related Topics