Audiobooks are not part of the iTunes in the Cloud feature as well as part of the Automatic Downloads for iOS. You would not be able to download them as a previous purchase. It only applies to Music, Music Videos, Movies, TV Shows, Apps, and Books. You would have to sync them through iTunes.
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