Understanding KDE Plasma theming system

KDE Plasma's theming system is actually quite complex. It has many ways to be customized. It's normal ever for expert users to not fully get how it works. I'll try to explain how it works to the best of my knowledge.

I'm pretty sure most KDE users here are more than aware of all of this stuff, but it's still a good and concise overview for newcomers to KDE.