Parallel. Every bulb gets 12v, and you won't lose the whole string if one burns out.
In series, every bulb adds resistance to the circuit. I=V/R. So, say you had four equal lights on the 12v circuit, each light is only getting 3 volts. To get the same brightness as parallel, you would need to...