I specced 10 µF MLCCs for a 1.8 V rail and only realized later that DC bias derates them to barely 3 µF at operating voltage. Now my ripple is out of spec and the board is already spun. I'm stuffing bigger case sizes as a bodge, but how do you systematically avoid this trap in your BOM reviews?