Fill jars with peppers and bring pickling liquid of vinegar, sugar, salt, and spices like bay leaves and coriander to a boil. Let the liquid cool then pour over the peppers in the jars. Allow the pickled peppers to sit in the fridge for a week before eating to develop flavor. The pickled peppers will keep for a couple weeks in the refrigerator.