Patil was born in Marathi family and raised in Nashik. Patil attended a local high school and by age 14, she had decided to pursue acting as her career. She persuaded her parents to send her to Center for Performing Arts at University of Pune. In June 2007, she earned Bachelor's Degree in Arts with a gold medal for her excellence. Later that year, Patil was chosen to pursue Masters in Theater Design at National School of Drama in New Delhi. National School of Drama presented her with many opportunities to work extensively with Indian and International film and theater actors and directors like Naseeruddin Shah.
Gajanan Patil, chief executive officer (CEO) of the Pune ZP, said, “The community halls in villages were originally intended as centres for social and progressive activities but over time, they remained underutilised.