Mirza was born in Hyderabad, India. Her father, Frank Handrich, is a German graphics and industrial fair designer, architect, artist and interior designer based in Munich, while her mother, Deepa, is a Bengali interior designer and landscaper who also volunteers to help alcoholics and drug addicts.