Mount Oliver is a borough located in Allegheny County, Pennsylvania. Mount Oliver has a 2026 population of 3,259. Mount Oliver is currently declining at a rate of -0.49% annually and its population has decreased by -3.72% since the most recent census, which recorded a population of 3,385 in 2020.