"In Private" was the third single in a row to be a charting success for British singer Dusty Springfield, after an absence of nearly two decades from the charts. Both "In Private" and Springfield's previous single, "Nothing Has Been Proved" were produced by Pet Shop Boys, who helped return Springfield to prominence with their 1987 hit collaboration "What Have I Done to Deserve This?". Both Springfield singles were included on her 1990 British album Reputation.