Born to a Chinese American father and South Korean immigrant mother, Lum grew up in Forest Hills, Queens, New York City. Her great-grandfather was a Chinese immigrant in the 1940s and opened the Cantonese restaurant Lum’s in Flushing, Queens. Lum's mother died when she was four, and she was raised and influenced heavily by her grandmother.