Sri Lanka High Commission in India said the missing had been reported to all police stations of India via the Indian government.
The three persons were reportedly with groups from Deniyaya, Yatiyanthota and Elpitiya.
Sri Lankan authorities are on alert and the families of the missing persons are worried due to the recent attacks targeting Sri Lankan pilgrims that took place in South India.