Rani comes from a film-oriented Bengali family. Her father Ram Mukherji founded of Filmalaya Studios, while mother Krishna was a playback singer. Her brother Raja is a film producer-turned-director. Her maternal aunt, Debashree Roy, is a renowned Bengali actress.
Rani's cousins are actresses Kajol, Sharbani and Tannishaa, and director Ayan Mukerji.