I does exist. It is Pricesmart. Check it here
www.pricesmart.com. Choose "english" and Aruba.
Membership is $31 per year. Think you can apply online, otherwise just do it at the shop.
Normally very good prices, but inventory varies a lot.
Good luck.
Carsten