Long odds mean you will earn a large potential payout if successful, but your chances of winning are relatively slim. An example would be an individual number bet on a roulette game, which has odds of 35:1 (+3500).
By contrast, short odds refer to something that is likely to happen but only provides a small potential payout, such as a heavy favorite to win a football game at -800.