Drabble was born in Sheffield, the second daughter of the advocate and novelist John F. Drabble and the teacher Kathleen Marie (née Bloor).
After attending the Quaker boarding-school Mount School at York, where her mother was employed, Drabble received a major scholarship to Newnham College, Cambridge, where she read English and was awarded a starred first.