LED's operating off 12VDC likely just have a single series resistor, and maybe a capacitor for reducing any flicker. The LED's themself should basically never fail (> 100 years MTTF), and unlike an LED bulb designed to operate off houshold 115VAC, there's no "power supply circuit" to fail on a DC system.
If they happen to use electrolytic capacitors for flicker reduction, that would be the component that fails first (~20,000 hours), but I honestly wouldn't expect them to use those today. There are just too many cheaper and more reliable ceramic alternatives today.
That leaves the resistors, which if well-chosen, should last many decades. But if there's a voltage regulator mishap, that could wipe 'em all out in one big flash.
I blew nearly every bulb both inside and outside my 1984 Mustang about 30 years ago, by bypassing the voltage regulator, while trying to debug a bad wiring harness. It was very exciting and very bright in my garage for about 3 seconds. Live and learn!