Cave Mountain Small Wild Area occupies about 34 acres on the south side of Guntersville Dam, has an abundance of flora and fauna, and is home to an important part of Civil War history. As the name implies, there is a cave on the property that was mined for saltpeter (a base ingredient in gunpowder) during the war.