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Gupta was born in Delhi. Her father is a retired Air Force Officer and her mother is a homemaker. She has a sister named Neha. She has completed Mass Communication from School of Communication Manipal, Manipal University, Manipal prior to auditioning for Femina Miss India, and got a law scholarship at Newcastle University, but she pursued a career in Bollywood instead.
