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Brush a 9” round cake pan (at least 2” high) with 4 tablespoons melted butter. Coat the bottom and the sides with butter. Sprinkle the brown sugar over the melted butter to coat the bottom of the pan.
Pineapple Top Layer
Pat the pineapple slices and maraschino cherries dry with paper towels. Arrange the pineapple slices in the bottom and sides of the cake pan.
Arrange the cherries inside and around the pineapple slices. Gently press the fruit into the pan and let it set in the refrigerator while mixing the batter.
Cake Batter
Mix the flour, baking powder, baking soda, and salt in a medium bowl. Set aside.
Beat the softened butter and sugar in a large bowl with a mixer on high, until fluffy. Reduce the speed to medium and add the eggs, one at a time. Add the yogurt, reserved pineapple juice, vanilla extract, and almond extract to the bowl and continue to beat until just incorporated.
Add the flour mixture to the wet ingredients and mix on medium speed, just until blended. Slowly pour the batter into the cake pan.
Cover the cake pan with aluminum foil and bake for 25 minutes. Remove the foil and bake for another 20 minutes, or until the cake is baked through. Use a toothpick to check for doneness.
Let the cake cool for 20 minutes. Cover the pan with a serving plate, then flip it over. Gently tap the pan all over and lift and remove it from the cake. Once the cake has cooled completely, serve and enjoy.