A tart, yellow citrus fruit. You can usually sub in Meyer lemon or other varieties; just taste the fruit before you use it to see if you need to adjust the sweetener in your recipe.
Avoid the stuff in the plastic lemon at the store – good cocktails deserve fresh juice.