Preheat your oven to 325 degrees F. Spray three 8-inch or four 6-inch round pans with nonstick spray, line the bottoms with parchment paper, and spray the parchment. Set aside.
In a medium mixing bowl, combine the flour, baking powder, baking soda, salt, cinnamon and nutmeg. Whisk lightly to combine. Set aside.
In the small mixing bowl, combine the apple cider, buttermilk and vanilla. Stir to combine. Set aside.
In the bowl of an electric mixer fitted with the paddle attachment, combine the butter and sugars. Beat on medium speed for about 2 minutes, until light and fluffy.
Gradually add the eggs, beating after each addition. Make sure to scrape down the sides and bottom of your bowl occasionally too.
With your mixer on low speed, add 1/3 of the flour mixture, followed by half of the apple cider mixture. Continue to add another 1/3 of the flour, the rest of the wet ingredients and finish with the remaining dry ingredients. Mix until the dry ingredients are incorporated into the wet ingredients. Scrape the sides and bottom of the bowl and mix again on low for another 10 to 20 seconds.
Evenly divide all of the batter between the pans (about 18 ounces of batter in each 8-inch pan or or 12 ounces in each 6-inch pan).
Bake the cake layers for about 25 to 30 minutes. Let cool for 10 minutes in the cake pans and then invert onto wire baking racks to cool completely.
Level your layers, if needed
Can be made ahead of time and wrapped separately in plastic wrap and stored in the freezer. Let the cake layers thaw for about an hour before stacking and decorating.