Speaking with Apple Music's Zane Lowe, the singer said "Shallow" could not have been possible without her work with Mark Ronson for her 2016 album Joanne, saying, "I think things come in sequence and artists, you know, I think that we move them to a certain cadence in a sequence in the way that we want to put things into the world that we believe in."