Yes, I noticed the other day that a book I had purchased a few months ago and accidentally deleted was available again for download.
Nice one Apple.
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If you go into the iTunes Store and look at any audio books that you have previously bought you will see the cloud symbols next to them. Just click on these and they will download again.