Sandy Lake is both a lake and residential place in central Catahoula Parish, Louisiana. Sandy Lake is located approximately 3 miles northwest of Jonesville, Louisiana, 5 miles northeast of Catahoula Lake, and 8 miles southwest of Harrisonburg, Louisiana.