Original: The tales are contained inside a frame tale and told by a collection of pilgrims on a pilgrimage from Southwark to visit the shrine of Saint Thomas Becket at Canterbury Cathedral.
Simplified: Canterbury Cathedral was a famous pilgrimage site because it contained the shrine (a place for remembering) of Saint Thomas Becket.