Cherry-Apple Dump Cake

Elements:

2 pounds tart apples, similar to Granny Smith or Honeycrisp, cored and decrease into 1-lunge chunks (about 6 cups)
2 14.5-ounce cans pitted tart red cherries (water pack), undrained
1 pound ripe pears, cored and chopped (about 2 3/4 cups)
⅓ cup dried cranberries
2 teaspoons vanilla
1 ½ teaspoons apple pie spice
1 equipment 2-layer-dimension sugar-free yellow cake combine
⅓ cup canola oil
½ cup sliced almonds