You're right that Oakland is in Alameda County, but you're totally wrong about the highway. Even in morning rush hour it's only 60 minutes from Oakland to SV. I used to commute from Berkeley to San Jose every day.

With no traffic you can totally get from Oakland to the Googleplex in 45 minutes.