Nestled between rolling Missouri hills and flowering trees sits Fulton, a town so picture-perfect it practically begs to be on the front of a “Greetings From the Heartland” postcard.

Tucked away in north-central Missouri, Long Branch State Park centers around its namesake reservoir, a sprawling 2,430-acre lake with water so clear on calm days that it creates perfect reflections of ...