I have only bought 1 costume for my kids. That was my sons 2 years ago and it was $5 on clearance from Amazon.
Other than that I make them. My kids have been a bag of Wonder Bread, Super Baby, and last year they were both Garden Gnomes. I love seeing the looks on the faces at the houses we are trick or treating at, there are always great comments when seeing a home made costume!