Peep was born in 1771. Peep's father was Juhan and his mother was Mari. His paternal grandparents were Mats and Anu; his maternal grandparents were Peep and Ellu. He had three brothers named Märt, Hans and Jaan. He had two half-brothers named Karl and Friedrich. He died at the age of 53 in 1824.