There is another saying which seems similar but actually contradicts the example you give:
Look after the pennies and the pounds will take care of themselves.
This means that the habit of being very careful how you spend a little money will extend into being just as careful when you have an opportunity to spend much more.
Or, put another way, Penny wise, pound wise too.
Dave