I never pay full price online unless I have seen the book before. Sometimes when I see a book at a good price online I will try and find it at the Library or a local bookstore to see what it has inside. If I like it, I will go back and order it.
I recently ordered a book that was discounted and was very disappointed with it, but at least I didn't pay a lot for it.