eBooks are also mentioned there, but you don't get a huge library for being a Prime member either. Rather, it's a selection of ~1000 written things (books, comics, magazines) that is constantly rotating. Kindle Unlimited is another $9.99/month. You can do the Kindle library thing as a prime member, but that's one book a month drawing from a similar pool as Kindle Unlimited, which often doesn't have current best sellers anyways.
I guess props to Amazon for being so confusing in their myriad content subscription options that the author couldn't get it right. To get the same kind of all-you-can-consume options that spotify provides across the different media mentioned it's actually ~$30/month. Still strikes me as odd how "cheap" TV and movies seem to be in this model. I'm very curious about that now.