My local Fry's brick&mortar stocks 'em. My Fenix BC21R bike headlamp (with its shaped beam) uses one.
OK, that's not surprising, but if you're out riding who knows where and desperate for batteries, you're much more likely to come across a convenience, drug, or grocery store.