In 1933 Oehler joined the newly formed Pittsburgh Pirates of the NFL. In the team's first game, he blocked a punt which went out the back of the end zone resulting in a safety. Those were the first points recorded in franchise history and the lone points in that first 23–2 loss.[4] He would play two years for the Pirates before moving on to the Brooklyn Dodgers where he played two more seasons.
After leaving football, he built a career in sales with shipbuilder Dravo Corporation.[5]