Lang was born in Worsbrough, near Barnsley, to Charles and Sarah Lancaster. She left school at the age of 13 to work in a shirt factory. She married William Lang in 1922 and their daughter Margaret was born in 1923. Lang's mother lived to the age of 91, and her great-grandmother until 92.