Drusilla was named in honor of the Roman Empress Livia Drusilla or her late son the Roman General Nero Claudius Drusus. Drusilla was most probably born in Caesaria, the capital of the Kingdom of Mauretania (modern Cherchell, Algeria) in the Roman Empire and she was most probably raised there. Her mother probably died in 6 CE.