Why aren't my Books shared with my family?

My wife and I have separate AppleID accounts, and both have Family Sharing turned on and Purchase Sharing enabled. Yet, if I open the Books app, I don't have any of the books she's purchased in my Library, and it appears I have to purchase them myself. And vice versa for her.

How does book purchase sharing work, or does it?

Thanks for any insights or suggestions.