Modern data architectures benefit from a clear separation of layers: Ingesta, Staging, and Semantic (Presentation). When using Amazon Athena as the query engine and Power BI as the visualization tool, this layered approach enables scalability, governance, and cost control. 1. Ingesta (Raw Layer) Purpose: Store data exactly as it arrives from source systems, preserving fidelity.