 Villanueva was signed by the San Francisco Giants in .He and Glenn Woolard were traded to the Milwaukee Brewers on March 30, 2004, for pitchers Wayne Franklin and Leo Estrella.He joined the Beloit Snappers, the Brewers Single A club.