In a small sauce pan combine vinegar, water, salt and sugar. Bring to a boil and stir until salt and sugar are dissolved. Remove from heat and let cool. Pour liquid into a mason jar or a container with a tight seal, add bay leaf and sliced shallot. Refrigerate for at least 5 hours. Pickled shallots can be stored in the fridge for 2-3 weeks.