Agerwal grew raised in Bangalore after being born in Hyderabad. She was born into a Hindi-speaking Marwari family and is fluent in Telugu, Tamil, and Kannada. Vidyashilp Academy and Vidya Niketan School were her schools. She graduated from Christ University in Bengaluru with a bachelor's degree in business administration. Ballet, Kathak, and belly dance are among her many talents. Director Sabbir Khan stated in 2016 that Agarwal had been cast in the lead role of his film Munna Michael.