Explore hiking trails around Chesapeake Beach, Maryland. The best hike near Chesapeake Beach is Overlook 2 Loop via Chesapeake and Ohio Canal Trail and Billy Goat Trail - A, a 4.7 mile loop in Chesapeake & Ohio Canal National Historical Park. Chesapeake Beach has population 6356.0.