Peep was born in 1746. Peep's father was Hans and his mother was Kärt. His paternal grandparents were Peep and Mai; his maternal grandparents were Pärt and Madli. He had a brother and a sister, named Jaan and Ann. He had two half-brothers and three half-sisters, named Toomas, Hans, Epp, Tiiu and Margret.