Surf is an unincorporated area of Santa Barbara County, California, located along the Pacific coast within a publicly accessible area of Vandenberg Space Force Base west of the city of Lompoc. The site originally was established as a railroad town, with its growth peaking after Vandenberg was established in 1941. Since 2000 the site has just co…Surf is an unincorporated area of Santa Barbara County, California, located along the Pacific coast within a publicly accessible area of Vandenberg Space Force Base west of the city of Lompoc. The site originally was established as a railroad town, with its growth peaking after Vandenberg was established in 1941. Since 2000 the site has just consisted of Surf Beach and the unstaffed Lompoc–Surf Amtrak Station. California State Route 246 used to run to Surf, but in 1984 the highway was truncated at Lompoc and the road from Lompoc to Surf is designated West Ocean Avenue.