There are plenty of anecdotal stories that show that it spreads very quickly. A highly publicized story in Germany was about one of the first ten cases here. This guy merely sat behind a patient and got asked for a salt shaker. That was his only contact.
And I know of a company where someone who returned from a vacation in Italy was in a meeting with 6 people. 5 of them got infected.