We have been utilizing that site quite a lot lately, with the baby due in a couple of weeks!
Once you click on the book, you can scroll down and it gives you lots of options for reading the ebook as well. So I downloaded the ebooks on my iPad that I wanted them to read, then when we get the audio going, they open up the book in iBooks and read along with it.