I wouldn't consider them "scarce" but they are sought after, especially in standard calibers, and usually don't stay on the rack long if priced reasonable. Congrats on the rifle, good luck on the hunt and welcome to the 'Fire.
Are you the one that just bought this .30-06 off Gunbroker?
http://www.gunbroker.com/Item/612579306