mart.sales (BookNest's Sales Mart) is fast but shapeless: every new attribute widens all 137,944 rows, and nothing says which columns are measurements and which are context. Dimensional modeling, which Ralph Kimball set out in The Data Warehouse Toolkit (1996), gives it a deliberate shape; Transforming Data with dbt rebuilds the result with dbt 37,942 .