Vaucluse is an unincorporated community in Aiken County in the U.S. state of South Carolina. Vaucluse is part of the Augusta, Georgia metropolitan area. Three miles from Graniteville and 6 miles from Aiken, Vaucluse is the site of the pioneering Horse Creek Valley textile mill. Employing 50 'operatives' on 1500 spindles and 25 looms, the mill w…Vaucluse is an unincorporated community in Aiken County in the U.S. state of South Carolina. Vaucluse is part of the Augusta, Georgia metropolitan area. Three miles from Graniteville and 6 miles from Aiken, Vaucluse is the site of the pioneering Horse Creek Valley textile mill. Employing 50 'operatives' on 1500 spindles and 25 looms, the mill was incorporated by local planter Christian Breithaupt in 1833, with later investors George McDuffie, John Bauskett, and William Gregg. Gregg found it under-capitalized and too small for economic survival, producing an unmanageable variety of products, and suffering due to a lack of active management. As such it served Gregg as a training ground for his successful Graniteville project of 1847.