Bourke first played hurling and Gaelic football to a high standard as a student at Coláiste Choilm in Tullamore.[1] After progressing through the juvenile and underage ranks with the Ballinamere club, he made his senior team debut in 2021. Bourke has also lined out for DCU Dóchas Éireann in the Fitzgibbon Cup.[2]