More consumers are keeping up with payments on their credit cards and other loans. But that is coming at a cost: They are cutting back sharply on borrowing as they pare back debt.

While that is good for the long-term financial health of households, the development could slow spending and the overall economic recovery.

Consumer borrowing declined...