There are already a lot of questions asking which analyzer is the best. I try here to invert the question. Instead of asking which analyzer has the best features I'm looking for what are the best features.
More interesting is to separate what an analyzer can do from what is useful spending time doing.
What are the most useful features I should look for in a web server log analyzer?
How are they useful, what problems can they solve?