Bought these in the quilted black style the first time and they really do run small - Im usually a 7-7 1/2 so I got the 7 1/2 and they fit but not comfortably.  Returned the first pair with no problems at all, got a fast refund and ordered the same in a size 8.  Much better and super cute - quality is about what you should expect for less than $20.