With the LED bulbs at our home (many of which have failed!), the problem is always the inverter. They just start flickering wildly and inconsistently one day, which is never pleasant, and they need to be replaced. It's frustrating because when the LEDs have stable power, they can produce just as much brightness as before, but their integrated power-conversion circuitry sucks in reliability.