Modern OLAP databases like ClickHouse now handle star schemas and complex cross-table joins at massive scale. That gives data engineering teams a real choice: flatten data into one big table when the workload calls for it, or keep a normalized fact and dimension model when flexibility, storage efficiency, or update patterns matter more. Both are...