Woodbury is a borough in Bedford County, Pennsylvania, United States. The population was 286 at the 2020 census. Woodbury is located in northern Bedford County at 40°13′31″N 78°21′57″W / 40.22528°N 78.36583°W. It lies in Morrison Cove, a broad valley between Tussey Mountain to the east and Dunning Mountain to the west. Pennsylvani…Woodbury is a borough in Bedford County, Pennsylvania, United States. The population was 286 at the 2020 census. Woodbury is located in northern Bedford County at 40°13′31″N 78°21′57″W / 40.22528°N 78.36583°W. It lies in Morrison Cove, a broad valley between Tussey Mountain to the east and Dunning Mountain to the west. Pennsylvania Route 36 passes through the community, leading north 8 miles to Roaring Spring and south 5 miles to Loysburg.