If you can't find tandoori spice in your local grocery store, you can make a homemade tandoori spice blend using common spices like cumin, paprika, garlic, ginger, coriander, and cardamom. Or, try a similar spice blend such as garam masala. It is a bit spicier, but will add a somewhat similar flavor profile.