They usually have a reservoir electrolytic smoothing the supply to the LED chain, if the LED chain is intermittent; the cap can charge to well above the combined Vfs. Whenever the break makes - it dumps into the LED chain and something is likely to pop.I've only done post mortem on one bulb. What I found was (what I originally though was a fuse) was a (probably) 10 Ω 1/2 watt resistor had burned to cinders. I haven't messed with the second one yet, but it's failure was peculiar in that after removing it when I set it on the table it flashed. So I tapped it a few times and each time it flashed. So I'm expecting either a broken wire or a failed solder joint. Perhaps I'll photo document its disassembly and autopsy. Normally I'm pretty bad at documenting things. I'll try to do better on this next one. After all, I am curious as to failure mode.
The first failure was in a unit that was absolutely ventilated. The second was unvented, so it's probably a solder joint. The bulb WAS too hot to hold continuously. I HAD to put it down quick. Hence, the flash on the desk.