Oostburg is a village located in Sheboygan County, Wisconsin. Oostburg has a 2026 population of 3,059. Oostburg is currently declining at a rate of -0.26% annually and its population has decreased by -0.03% since the most recent census, which recorded a population of 3,060 in 2020.