Lemon juice will not curdle cream cheese frosting. If your frosting has curdled or 'split,' it's usually a temperature issue. Warm it if it seems chunky and continue to beat, or refrigerate if it is overly runny and beat again. Lemon juice does not thicken cream cheese frosting.