David Gleirscher's father, Gerhard, was a luger who won three world championship medals, including both a gold in the team event and a bronze in the men's single event in 1997. His father also competed in three Winter Olympics, finish seventh in each Olympics (Singles: 1994, 1998; Doubles: 1992).