Rating Newest Oldest. Best Answer: the weather girls. It's Raining Men is a song written by Paul Jabara and Paul Shaffer performed by the Weather Girls in 1983. It was re-made by Martha Wash (of The Weather Girls) as a duet with RuPaul in 1997, and by Geri Halliwell in 2001.