It’s impossible to think of another cocktail and sporting event so closely interwoven as the potent, leafy Southern sipper and America’s most famous horse race.

The link between juleps and the racetrack dates back to at least the 1820s, when references appear to sterling silver julep cups being awarded as trophies to first-place jockeys. “It ties ...