Shirleysburg is a borough in Huntingdon County, Pennsylvania, United States. The population was 140 at the 2000 census. Shirleysburg apartments for rent comparison page shows most up to date rent information on Shirleysburg apartments and houses. Rent information is obtained from multiple rental sources but we cannot guarantee their accuracy.