Bishnupur Rural Municipality is one of the 17 municipalities in Siraha District of Madhesh Province. As per the 2021 census, the rural municipality has a total population of 22,781, comprising 11,321 males (49.7%) and 11,460 females (50.3%), with a literacy rate of 68.43%. Spanning 26.34 square kilometers, Bishnupur Rural Municipality exhibits the population density of 865 people per square kilometer. Administratively, it is divided into 5 wards.
According to the latest publicly available report of the Center for Education and Human Resource Development (CEHRD), Bishnupur has 23 schools. Of these, 9 are private and 14 are public. The breakdown includes 19 pre-schools, 23 basic schools, and 6 secondary schools. Among the secondary schools, 2 offer +2 programs.
Some of the popular schools within the region include Secondary School Thalaha Kataha, Janata Secondary School, Gauripur, Janta Madhyamic Vidyalay (Technical) Rajpur, The Child Care Eenglish Boarding School, and Mithila Saraswati Aawasiya Secondary School Bishnupur.