In 1999, Koblmueller's older son Michael died at the age of 24 during an ascent of the Diran (7,266-meter/23,839 ft) in an avalanche. In 2003, his wife died at age 56 during an exercise in an indoor climbing wall. Both Koblmueller and his wife were licensed mountain guides, as is their younger son Reinhard.