Sites like Amazon were on the forefront of social shopping by encouraging customer reviews, offering purchase suggestions based on what people who viewed the same item went on to purchase, and continuing to mine your purchases and browsing history to make additional suggestions.
FORBES: In Defense Of Social Shopping: Driving Sales And Loyalty