Gummer was born in New York City, New York. She is the daughter of actress Meryl Streep and sculptor Don Gummer. She grew up in Salisbury, Connecticut. She also spent five years in Los Angeles, California with her older brother, Henry Wolfe Gummer, and younger sisters, actress Grace Gummer and Louisa.