Spartanburg is included in the Metropolitan Statistical Area Greenville , which is also included in the Union County -- Spartanburg , SC -- Anderson , SC Combined Statistical Service . Spartanburg is included in the Greenville Metropolitan Statistical Area , which is also included in the Union County -- Spartanburg , SC -- Anderson , SC Combined Statistical Area .