Swani Zubayeer has been practising singing from early childhood. His introduction to music was from his mother Khurshid Jahan. His first guru was Sri Gobindo Rabi Das. His classical taleem in Indian classical music began in 1994 under the supervision of Ustad Mazhar Ali Khan and Jawad Ali Khan, the grandsons of Ustad Bade Ghulam Ali Khan. Zubayeer did his Masters in English Literature in 1996 from the Department of English, Dhaka University. Presently he is doing his Bachelors in Western Classical Composition from the Royal College of music in Stockholm, Sweden.