Arblaster grew up in the country near Victoria, Australia. She earned a Bachelor of Technology in Atmospheric Science, from Macquarie University, Sydney, and in 1995 was awarded First Class Honours, also from Macquarie University, for her thesis titled "Investigation of the storm tracks of the mid-latitude regions in an AGCM". Her Honours supervisors were Bryant McAvaney and Ann Henderson-Sellers.