Live Oak, Sutter County, California. Live Oak is an incorporated city in Sutter County, California, United States. It is part of the Yuba City Metropolitan Statistical Area within the Greater Sacramento CSA, and includes a hamlet historically named Stafford. The population was 8,392 at the 2010 census.