I'd say a going away party starts at a minimum of three months to forever. ie, if someone is going on a summer trip to Thailand or something, to me that would warrant a going away party. Someone leaving a job or moving away is definitely getting a going away party.

A party that doesn't fall in those lines is just a party for party's sake (and there's nothing wrong with that).