I spoke with Alameda County Sheriff Yesenia Sanchez, who confirmed through her communications with ICE that Border Patrol operations are cancelled for the greater Bay Area - which includes Oakland - at this time.
Videos recorded from inside the family's truck show at least three masked agents wearing tactical vests marked with police surrounding the car. At least one of the agents is wearing a hat marked CBP.