The Etiquette for Handling Allergies and Dietary Restrictions

What is the difference between a true allergy or dietary restriction and a preference? How do I politely notify my host of my allergy? If I am bringing a side dish to someone’s home, do I need to consider everyone’s restrictions? What if I don’t have a true allergy to something being served, but I already know I do not enjoy it?