A shop story is a good story involving retail thriftiness. It usually involves saving vast amounts of unexpected money on a major purchase or purchases. It can involve a really good sale or it can involve a deal no one else can match.
I went to the store yesteday and purchased a $120 chair for fifty bucks. The details are a good shop story.