It also turns out I'm not alone in my method of looking books up on Amazon and buying them later in independent bookstores. From Shelf-Awareness:
Author Garth Stein (The Art of Racing in the Rain) tweeted his own strategy: "I like to do the Reverse Amazon: hear about a book, read about it on Amazon, then go buy it at my local bookstore! It's fun! #ReadLocal."