ask the store
Generally, cards that give bonuses based on spend at certain store categories base it on how the stores self-report themselves. The answer to your question is to ask the cards what is the specific store category (is there a number/code they use?) eligible for the bonus, then ask the stores of interest if that is how they report themselves.