That can only ork in the short term though. If they go bust prices will go up for consumers due to constrained supply. If they move abroad to avoid the tariffs, we’ll presumably the reason they didn’t already do that was higher manufacturing costs abroad, so again increased costs for consumers, even if less than the tariffs.

You can put it off for a while, but not indefinitely. After all the justification given for the tariffs was to make less efficient local production more viable. Higher consumer prices are an explicit part of that calculation.