Do you make costly mistakes?

I made a $30 purchase on Amazon yesterday.

I wondered why they send me a message saying It'd be here tommorow. I investigated and turns out I apparently forgot to select regular shipping.
So I got charged an extra $20 dollars for a darn laptop table.

Too late to cancel order?
(And pay regular shipping)?