Swedesboro is a borough located in Gloucester County, New Jersey. Swedesboro has a 2026 population of 2,766. Swedesboro is currently growing at a rate of 0.84% annually and its population has increased by 2.1% since the most recent census, which recorded a population of 2,709 in 2020.