Where Do Thunder and Lightning Come From?

Thunder and lightning are forever intertwined in our minds and seem inseparable, like two sides of a coin. But how do they form in the skies overhead? How does the sky go from being calm and ordinary looking to bursting with light and sound, like a 4th of July fireworks display? Let's look at each in turn.