The option "Enable stock" has to be activated: Sales & Support > Shop preferences > General. If this option is enabled you get the field "How many in stock?" while creating a product in which you can enter the stock.
This number then is shown under "Stock" and counted. ATTENTION: Only when the order is finished the number counts down. It is not counted when ordered.