In a medium saute pan combine sugar, pumpkin pie spice, and cayenne pepper.
Stir all ingredients together and heat over medium heat until the edges start to bubble and darken. Keep mixing until the sugar starts melting and clumping together.
Add in almonds. Stir continuously until all the almonds are coated and the sugar starts to become liquid-y. Continue to stir over medium heat, about 4-5 minutes.
Pour almond mixture on a parchment paper lined baking sheet. Spread out with spatula and let cool.
Break apart and serve! Store in an air-tight container.