[2] A second single was released in 2001, a cover of Donna Summer's 1982 hit "Love Is in Control" with double A-side "Don't Leave Me This Way" with an accompanying video that was taken from footage of Easton's album launch concert at G-A-Y nightclub in London.

In Japan, Fabulous was released in February 2001 and the first single was "Can't Take My Eyes Off You" which had originally been recorded by Frankie Valli in the 1960s, though a disco version had been a hit for Boys Town Gang in the early 1980s.

The album was packaged differently from the UK version and included two bonus tracks; "I Need Your Lovin'" (a cover of the 1980 Teena Marie song) and a remix of "Can't Take My Eyes Off You".

In Australia, Fabulous was released on 24 February 2001 and Easton was asked to perform songs from the album to close out 2001 Sydney Gay and Lesbian Mardi Gras ceremonies.

Remixes of the singles were produced by Joey Negro, Sleaze Sisters, Sharp Boys, Rob Searle, DJ Soma Grow and Almighty.