Mix cake mix, oil, eggs and oranges together. Pour into a greased 9 x 13 pan and bake according to instructions and until toothpick comes out clean.
Frosting: Mix together pineapple, defrosted cool whip and vanilla pudding until thick. Frost cake. Store in the fridge.
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