One of the most famously expensive spices is a spice called saffron. It is used in Spanish cuisine. It is the core spice is the popular Spanish dish paella and gives the dish its well known color.
Saffron is probably one of the most expensive, commonly used, spices. Whole Vanilla beans can also get expensive. In fact, all whole spices tend to be more expensive than ground.