Unless you are confident that your previous employer's 401k plan is low cost to you, you should really rollover your 401k plan into an IRA at a low cost mutual fund when you leave.
Costco sells at prices far below other stores (on some items) because they buy case lots of baby products at very low cost to themselves, then they sell it to the consumer for great savings.