It is often cheaper to buy books online.
Used to be very cheap, but now has completely abandoned its low-price policy of the past for English language books. It's buckets cheaper to buy English-language books from Amazon.com.
Suggested alternative for Amazon.co.jp.
Link: Blue Parrot (used books)
Book shop in Tokyo.