NodeMCU, ESP12, ESP8266 - What is the difference?

In the world of microcontrollers and Arduino, it's easy to get confused by all the different available hardware. One question I often see is, "What's the difference between an ESP8266, NodeMCU, and ESP12?" So let's look at what these things are and h...