Julius was born in 1870. Julius' father was Jaan Oja and his mother was Anu Oja (Dach). His maternal grandparents were Peeter Dach and Leenu Dach (Idov). He had two brothers and a sister, named Mats, Juhan and Maali. He was the third oldest of the four children.