Romantically involved with Charlie Chaplin for several years, Purviance eventually married John Squire, a Pan-American Airlines pilot, in 1938.
Meskipun ia terlibat percintaan dengan Charlie Chaplin selama beberapa tahun, Purviance kemudian menikahi John Squire, seorang pilot Pan-American Airlines, pada 1938.