Hi @Lei,
Correct! see here for confirmation
Not quite, Q2 just uses the Kruskal-Wallis test again for pairwise comparisons. I believe the KW test is basically an extension of the Mann-Whitney test for multiple groups, so that may be more of an appropriate comparison than the Dunn's test. But I would imagine you would get nearly identical results.