Explore hiking trails around Chesapeake Beach, Maryland. The best hike near Chesapeake Beach is Lock 15 Loop via Billy Goat Trail - A and Chesapeake and Ohio Canal Trail, a 3.9 mile loop in Chesapeake & Ohio Canal National Historical Park. Chesapeake Beach has population 6356.0.