The young couple, who wed in 2019, are well known for getting tattoos to express their love.
It is unclear if their newborn son, named Rocky 13 Barker, was with them in their luxury black vehicle.
The Facebook co-founder posted pictures with his family as he reflected on his life and achievements on his birthday.