Swargadwari Municipality is one of the 9 municipalities in Pyuthan District of Lumbini Province. As per the 2021 census, the municipality has a total population of 32,037, comprising 13,572 males (42.4%) and 18,465 females (57.6%), with a literacy rate of 80.95%. Spanning 224.7 square kilometers, Swargadwari Municipality exhibits the population density of 143 people per square kilometer. Administratively, it is divided into 9 wards.
According to the latest publicly available report of the Center for Education and Human Resource Development (CEHRD), Swargadwari has 55 schools. Of these, 5 are private and 49 are public. The breakdown includes 43 pre-schools, 55 basic schools, and 13 secondary schools. Among the secondary schools, 4 offer +2 programs.
Some of the popular schools within the municipal area include Lok Chetana Academy, Bal Secondary School, Amar Secondary School Bhingri, Vidyanand Secondary School, and Janata Secondary School Barjibang.