Sneha was born into a family of artists. Her mother, Chitra Shenoy, was a well-known painter, and her father was a theater artist. Sneha's interest in acting began at a young age, and she was trained in Bharatanatyam, a classical dance form. Before entering the film industry, Sneha worked as a model and appeared in several television commercials.