As we enter the holiday baking season, one key ingredient will be harder to find: butter. 

And the lack of supply is already driving prices up. In January, the average price of butter was $3.67 per pound, according to the Federal Reserve Bank of St. Louis. In September, it was up to $4.70 per pound.