Bourbon cocktails tend to have a lot of sweetness and aromas of vanilla, caramel, fruit, and honey, and work well with ingredients that round out that sweetness and bring balance. The tannins in black tea complement the sweet notes of bourbon, while the bitterness of the tea helps balance out the drink's overall flavor profile.