I believe the most common reason for failure of LED lamps is that they overdrive the LEDs with too high a current, causing the LEDs to burn out and most likely cause a cascade failure in other parts of the circuit.
BigClive has done many, many videos on LED lamp teardowns and analysis. If you have not looked at these already, they are a good learning resource. One example below: