What exactly is a short story? How does it differ from a novel?

Stephen King is perhaps the best-selling author alive on the planet now. Maybe JK Rowling. Here he is speaking on the subject of "The Short Story." 

Here's George Saunders describing how fiction "works."

Here's Sally Rooney describing how ideas work in her fiction.

Colson Whitehead speaks about his philosophy as a fiction writer.