 "Cry Baby" runs for three minutes and fifty-nine seconds.The song opens the album, creating a "spooky" atmosphere with minimalist electronic sounds and whispered lyrics.According to the song arrangement in Tunebat.com, the song was positioned in the key of F Minor and runs at a tempo of 95 BPM.