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The town of Walnut Grove is located in western Etowah County in the northeastern corner of Alabama. Walnut Grove is bordered to the south by the town of Altoona and to the west by Blount County. U.S. Route 278 passes through the town, leading east 19 miles to Gadsden. Walnut Grove has a total area of five square miles.