 According to Cage, the music of "Depart from Me" does not rely on sampling, and instead features a guitar and synthesizer-oriented sound.Cage describes the album as incorporating pop influences while keeping an "indie sensibility".Cage states that he wanted to produce music that would appeal to a larger audience.