In January 1901 Veil attended Bucknell University on a baseball scholarship. That summer he pitched for a semi-pro team in Altoona, Pennsylvania, where he was scouted by Pittsburgh Pirates owner Barney Dreyfuss. Veil signed a contract with Dreyfuss in October 1902, and joined his former Bucknell teammate Jimmy Sebring during the 1903 season.
