In a large bowl with a spatula, or stand mixer with the paddle attachment, cream together the butter, sugar, and brown sugar until light and fluffy, or about 3-4 minutes.
In a separate medium bowl, combine the flour, rolled oats and baking soda and whisk well, then add the flour mixture into the butter mixture and mix until just combined.