You might be surprised to know that both Jan Koum and Brian Acton, were rejected in the interview by both Twitter and Facebook. After which they started this app and rest is of course history.
WhatsApp only has 55 employees and as per the reports last year there were just a team of 5 people working on the Android version, when it crossed 1 Billion Downloads.