Billy Ray wrote on Instagram, "For my birthday, Miley gave me the gift of music and wrote me a song called Secrets and got my favorite musicians Fleetwood Mac to play on it! I love you Mile."
According to People, those Fleetwood Mac members are guitarist Lindsey Buckingham and drummer Mick Fleetwood, who are both credited on the track.