A Vanilla "bean" is actually the fruit of orchids in the genus Vanilla.

Those vanilla orchids only grow in a very small subsection of the world, with Madagascar producing a whopping 80%. Plus, every step of the labor-intensive harvesting process is done by hand! For all of these reasons, the demand greatly exceeds the supply, hence vanilla's standing as the world’s second most expensive spice.