The spine of the Cotswolds runs southwest to northeast through six counties , particularly Gloucestershire , Oxfordshire , and southern Warwickshire . The spine of the Cotswolds runs south west to north east through six counties , particularly Gloucestershire , west Oxfordshire , and south western Warwickshire .