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Preheat the oven to 350 F. Grease the mini bundt cake pan. Make sure the pan is well greased so that the cakes come out easily.
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In a medium bowl, whisk together the flour, baking powder, salt, cinnamon, ginger, and nutmeg.
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In a separate bowl, beat the butter and sugar together until light and fluffy, about 2 minutes. Add eggs, one at a time, beating after each addition. Add the vanilla and mix until combined.
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Add the flour mixture in two additions, alternating with the milk. Beat until combined.
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Transfer the batter to the prepared pan, dividing it between the mini bundt cups. Gently tap the pan on the counter a few times to remove any air bubbles.
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Bake the cakes for 20-30 minutes or until a toothpick inserted comes out clean.
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Cool the cakes in the pan for 10 minutes before inverting them onto a wire rack to cool completely.