The Query Store is a warehouse of query plans and stats, essentially capturing activity of plans that lets you analyze how well things perform. You can also force plans from here, which was possible in earlier versions, but not as easy.

Trace (Profiler) captures various types of metrics, but doesn't store these efficiently. Trace and Extended Events are more like logs of activity.