Found a new situation.

I've installed Ultimate Cross Sell module, and now DPU randomly shows the price from cross-sell items at the same page, not the "main item".

For example, the main item is $20, and cross-sell item is $10, then DPU will show the main item as $10 only. The good news is, it's still $20 when added to the shipping cart.