 Hebblewhite was born in Hobart to John Hebblewhite and Adriane (nee Elbrecht).His mother Adriane was a medical doctor who worked for a number of years with the Huon Valley Health Centre until her 2013 death.Kaspar Hebblewhite was educated at the Friends' School in Hobart where he was introduced to rowing.