Well that's the problem. There are a lot of low-quality, defective LED bulbs being sold. Consumers don't have an easy way to find good ones. Just paying more or looking for a trusted brand name is no guarantee of quality.
My personal anecdote is that I have yet to have any Philips LED bulbs die on me. The oldest ones I have are from 2012.