You didn't specify how many Amps the LED strip needs.
LED strip has built-in current limiting resistors, so requires a constant voltage supply. Choose a 12V power supply with an equal or higher current rating, than the LED strip requires. There's no need to worry about fire, so long as you use a decent branded power supply, with over-current protection and suitable cable for the current rating.