Vineela hails from the Jagtial district of Telangana. She joined Sri Sathya Sai Prasanthi Niketanam Junior College in Siddipet district for her Grade 11. Her father runs a bangle store, and her mother is a principal at a local private school. She has learned horse riding, bike riding, and martial arts at the institution.