Most Store Pets are Very Rare, but depending on popularity they can be just rare.
So, take the Cheetah Store pets for example. The baby cheetah is part of the set, but it is "cute", so people are more apt to buy it because it it's cuteness. Because so many people buy it for themselves/auctions, the rarity is drove down because there are so many in circulation.