They had loads in ours. Maybe the store you are going to is having supply issues, or they have just been incredibly popular and sold out? Have you tried asking the staff?
And no it isn't a con to get you through the door. They reduce prices to get you in the shop in the hopes that when you are there you will also buy other items but the offers ARE genuine.