Preheat oven to 350°F (175°C). Grease an 8–9 inch cake pan, 10 inch pie dish, or 9 inch springform pan.
In a stand mixer on medium speed, mix the melted butter, almond extract, and 1 cup sugar together.
With the stand mixer running, beat in eggs one at a time.
In a separate bowl, sift together the flour, ground cloves, and salt.
With the mixer running on low speed, add the dries to the wet mixture until combined. Set aside.
In another bowl, toss cranberries, walnuts, orange zest, and ½ cup sugar until the cranberries are evenly coated.
Press the cranberry mixture into the bottom of your prepared cake pan.
Evenly spread the cake batter over the cranberry mixture.
Bake for about 50 minutes, or until a tester comes out clean.