As far as I’m concerned, Hollywood Sheet Music has long been the best place to order music from. If you’re paying shipping anyway, they’ve always been the most authoritative source. And unlike that place in the Brill Building in New York, they don’t mark up music.
Unfortunately, they’ve had to close their bricks-and-mortar store, but they’re at least still available online.
Here’s an interesting article about it from Broadway World.