Get a cheaper upgrade
"Some airlines do offer reduced-price upgrades the day of the flight — there's sometimes even first-class flights available. So be in the boarding area good and early during boarding, because this is when you'll hear the announcements for last-minute upgrade purchases you might be able to get. It's not for every airline, but it does happen."
— A flight attendant with three years of experience