Jacob was the son of of Jacob Leiby and Rosina Dunkel of Berks County, Pennsylvania. He married to Hannah Ulrich. They are listed in the 1850 and 1860 census of Perry Township, Berks County, Pennsylvania. He was a farmer. He is also said to have been an owner/operator of a quarry. They were both buried in the private Leiby Cemetery in Perry Township.