I just googled ASIAN supermarkets dubai and japanese/chinese supermarkets dubai and got so many results. I know that SAFESTWAY supermarket- where Sea World restaurant is on shaikh zayed road, just before villa rotana, has a Korean supermarket on the second floor. They have many asian groceries there.