Sorry, it looks like user error on my part. If you go to Store->Apple Watch>Bands&Accessories, it doesn't show the Classic Buckle. But if from that last window you click Bands, it'll list the Classic
Apple apparently went all out with the leather quality, using tanneries that high end watch makers might use. You should see how much leather straps cost from a higher end watchmaker.