In the herbs and spices aisle. I do hope I haven't misunderstood! it is sold in little jars but I have bought it in large bags on occasion when I have seen it in the 'world foods' section. It is really common.
Turmeric is available from all supermarkets. If you have an indian supermarket near you you will be able to buy it in large quantities which will be cheaper.