What is the amount of money you still owe to their credit card company called?

The answer to this question is credit card balance.

The amount of credit card balance is the accumulation of total expense you've spent with your credit card plus your interest.

Failing to pay this balance at the end of the month usually will result in you damaging your credit card score, which will make it difficult for you to obtain loan in the future