Musically, "That’s My Girl" is characterized by a "bombastic" production that includes:
The chorus, "Destiny said it, you got to get up and get it / Get mad independent," explicitly encourages self-reliance.
Lines like "You've been down before / You got up before" encourage listeners to persevere through personal heartbreaks and setbacks.