Is it better to cancel a store credit card or keep it open and pay it off each month?

It will depend if you need the store credit card. Some people start building their credit score with the use of store credit cards. If you think you still have a use for it, then keep it and pay the total balance each month on time. However, use it only when necessary because usually store credit cards have higher interests.