- Rock guitar virtuoso Paul Gilbert covered the song on his 2000 album Alligator Farm, and frequently performs the song at concerts.
- Emma Bunton has performed live cover versions of the song during her solo career, she also performs the single version.
- Lester Bowie's Brass Fantasy did a instrumental cover of 2 become 1 on the album The Odyssey Of Funk & Popular Music released by Atlantic in 1999
- Bossa nova singer, Sitti Navarro, covered the song for her 2007 cover-album My Bossa Nova.
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