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It was originally recorded by singer and PWL-stablemate Mandy Smith for her debut album Mandy which was also produced by Stock Aitken Waterman, however, for unknown reasons, her version was scrapped and the song was given to Kylie to record instead.
The Stock Aitken Waterman version of "In Love With Love" appears in its edited 7" form on Chrysalis Records/EMI's 1999 compilation Most of All - The Best of Deborah Harry.
In 1988, top British producers Stock Aitken & Waterman auctioned off their services for the Young Variety Club of Great Britain charity.