Betty Mae Page, who in childhood began spelling her first name "Bettie," was born in Nashville, Tennessee, in 1923, the second of six children to Walter Roy Page (1896–1964) and Edna Mae Pirtle (1901–1986). During her early years, the Page family traveled around the country in search of economic stability. At a young age, she had to face the responsibilities of caring for her younger siblings, particularly after her father was convicted for car theft and spent two years in an Atlanta, Georgia, prison.