Positioning
Distance is more important than height. Getting very high will not always give you an advantage, especially if there are no boosters that can appear at that altitude. Save your donuts and use boosters and clouds if possible. Items have a better chance to appear in specific zones. For example, some items tend to appear more frequently in the pink sky area, while others only appear in space or underwater.