I found that they don't last nearly as long as advertised. I keep replacing LED bulbs that are not all that old. If you keep your receipt you can sometimes get the manufacturer to replace them, but that just gets you another shitty replacement bulb.
My experience is quite different.
I made the switch to LEDs when they first came out in serious quantity. I think it might have been 6-8 years now. Since then I have replaced exactly four bulbs in a 3000 sq ft house.
Before, I had two big boxes full of CFL and incandescent replacement bulbs, and I was constantly making replacements, maybe one every two weeks; ever since, I rarely visit those boxes. So from my experience, LEDs are vastly preferable.
There's little rhyme or reason to my brand selection; half have been the Lowes brand, for example, but plenty have been a scattering of other types. I have avoided the Dollar Store or Walmart quality level of LED bulbs, so it's possible they're much worse, which wouldn't suprise me. You do get what you pay for with electronics.