The story
The root of the first part may be gold rather than guild: the only known 10th-century (Saxon) record uses Guldeford and in the 11th century Geldeford, both equivalent to gold ford. Local historians suggest that this might refer to golden-coloured flowers or sand.
Etymology from Wiktionary, CC BY-SA 4.0.