At Yahoo, feature releases for Yahoo Personals took 8 months due to systems testing, integration, brand, security, and privacy testing; Facebook under Zuckerberg gave developers autonomy to deploy code directly to the live site with ownership of consequences, enabling weekly feature releases and allowing Facebook to outpace Yahoo and MySpace.