Jon Auer, co-founder of the American power pop band The Posies, recorded a cover of the song on his 2001 solo EP "6 ½". Website Stereogum listed the cover at number five on their list of The 20 Best Indie Rock Madonna Covers. A 2007 folk music tribute compilation to Madonna, entitled "Through the Wilderness", features a cover of the song by Golden Animals. Australian rock band DMA's covered the song during their BBC Radio 1 sessions with Annie Mac on March 8, 2016. Michelle Geslani from Consequence of Sound website praised the cover saying that it would "undoubtedly be hailed as yet another successful entry in DMA's young career" and described the cover as "easily tweaking the swirling, retro number into a psychedelic, arena-ready anthem". Michael Carr from "Music Feeds" magazine also praised the cover saying "Lending itself surprisingly well to the boys’ shoegazey brit pop treatment, the lads absolutely nail it... To be honest though, they kind of won on song choice alone".