The chorus, "Destiny said it, you got to get up and get it / Get mad independent," explicitly encourages self-reliance.

It utilizes heavy bass and an electronic drumroll, similar to the group's previous hits like "Boss" and "Worth It".

Musically, "That’s My Girl" is characterized by a "bombastic" production that includes: