Need to change my credit card information on iTunes

Yes I need change my credit car information

yes

I want to delete stored credit cards

Seems like if you go to Store / View Account / then Edit your credit card info, seems to be able to back out the credit card number and save.

That doesn't mean it isn't stored in Apple's records.