 Musically, "Chelsea" is a bubblegum pop and new wave track, referencing the music of the 1980s and 1990s.Chris Carle, writing for IGN, described the single as an "ode to jealousy" that started "with [a] Eurhythmics-style synth before launching into a snarling, almost-tough chorus.