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Lightly grease a 9-inch springform pan.
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In a medium bowl, whisk together the flour, baking powder, baking soda, salt, apple pie spice, cinnamon, ginger, and nutmeg.
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In a large mixing bowl fitted with the whisk attachment, beat the eggs and granulated sugar at high speed until pale and fluffy, about 5 minutes.
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Lower the speed to medium-high, and drizzle in the olive oil slowly, beating until incorporated.
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With the mixer on low, add half the flour mixture until incorporated.
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Add the buttermilk and vanilla, then the remaining flour mixture, until just blended.
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Pour batter into prepared pan.
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Bake at 325 for 40-45 minutes, or until the top is golden and a toothpick inserted near the center comes out clean.
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Let the cake cool in pan on a wire rack for 20 minutes, then carefully remove the pan sides and allow cake to cool completely.
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Dust with powdered sugar, and top with caramelized apples.