Preheat oven to 325°F. Line two rimmed baking sheets with parchment paper. Melt butter in a large saucepan over medium heat. Add sugar, honey, cinnamon, salt, black pepper, cayenne, chili powder, cloves, and ginger and stir to combine. Cook, without stirring, until sugar is dissolved and the mixture bubbles, 2 to 3 minutes. Remove from heat and stir in pecans.