 Musically, "Early Winter" is a "sleek, surging" soft rock and synth-pop ballad.Similar to Stefani's work with her band No Doubt, it is highly influenced by new wave music.Clark Collis from "Entertainment Weekly" dubbed it a "tortured and not un-Keane-like lament".