Federally, when many Liberals rushed to support Sir Robert Laird Borden's Union Government during the Conscription Crisis of 1917, Boudreau remained loyal to Sir Wilfrid Laurier's anti-conscription Liberal stub.
During the 1921 election, Boudreau was defeated by Télesphore St. Arnaud of the United Farmers of Alberta.