Pirrie was raised in Stockbridge, Edinburgh, and attended the Mary Erskine School.[1] She began acting in school and decided to pursue it as a career after being cast in a school production of The Cherry Orchard.[2] She moved to London at the age of 18 to attend the Guildhall School of Music and Drama[1] and graduated in 2009.[2]