Six Practical QUALIFY Patterns

`QUALIFY` does more than remove a layer of nesting. It keeps window-function logic and the filter applied to its result in the same semantic stage, making analytical SQL easier to read, review, and maintain. This article covers six practical patterns, including event deduplication, Top N queries, CTE boundaries, and named windows.