You don't need to directly tap that information from the phone if you have enough variety of video and an algorithm that will identify and converge on micro-genres of video based on watch time, likes, and shares.

Aside from that, Tik-Tok Shop is also a thing. So elements of the application exist where you volunteer data like location.