The credit card is not usable in the convenience store of the JR Station.

JR(Japan Railways) stations yard are located convenience store "NewDays", but those store is not able to using credit card.
Anyway, you can use convenience store in downtown If you want to use credit cards.

I don't really like use real money in convenience store, because my purse becomes tight by many coins.

Have a good trip in Japan!