 "Never Be the Same" has been described as a power pop, electro and dark pop ballad.The upbeat track features Cabello singing falsetto in the pre-chorus.According to sheet music published by Sony/ATV Music Publishing on Musicnotes.com, "Never Be the Same" is composed in the key of C Major and set in common time at a slow tempo of 65 beats per minute.