[6] Clash magazine said the song "drops the tempo a little" and has "disco-fringed synths recalling ABBA's imperial phase; there's a slight retro touch at times here, too".
[7] Stephen Daw of Billboard wrote, "Perhaps the most vocally impressive song on Mayhem is 'Vanish Into You,' Gaga's glam-rock offering of adoration.
Inspired by icons like David Bowie, 'Vanish' brings a glitzy finish to the frayed edges of Mayhem, complete with chunky guitars and four-on-the-floor rhythms that make you want to get up and dance.
But its the harmonies Gaga creates with herself throughout the song's heart-puncturing chorus that stand out most, as she utilizes every inch of her vocal range to tell her lover just how in love she truly is.
[9] Chris Hedden of Screen Rant wrote, "The mood of the song is at once joyful but also has this wistful feeling that the uplift is slowly leaving, like acknowledging summer is going away and the transition to fall is on the way.