Edit: Apparently Saturday's the place is more full of vendors. This review was written for a Sunday visit.
Only one building was almost full. The Asheville farmers market puts this one to shame, set up just looks nicer all days of the week. Try to stop at some of the smaller markets like Simpsons too if you're in the south part of Charlotte.