The secret to white elephant (or Yankee swap, or Dirty Santa — same game, regional rules) is that the best gift isn't the funniest one. Gag gifts get one laugh, then someone's stuck driving home with a singing fish. The gifts that get stolen — the true win condition — are things people quietly want but wouldn't buy: great snacks, a beautiful candle, a genuinely good bar accessory, a game that works at any table.
The formula that wins: universally usable + slightly nicer than the price limit suggests + fun to unwrap. Consumables dominate because nobody has to store them, and anything that photographs well on the party table earns steals before it's even opened.
We organized by the three most common party limits: UNDER $20, UNDER $35, and GO BIG ($35–$50) — because the invite always names a number, and the winning move is landing right at it.