Apple pay

How do I change my credit card info on my phone. Ive updated my card info in Apple pay, but when prompted to make an online payment, my phone continues to auto fill with my old card information. How do I remove/replace that? I thought updating Apple pay would automatically replace the old stuff, but it hasn't.