Bookmarks, extensions etc. are all missing in Incognito windows.
But mostly I see no benefits from having it enabled, but quite a few negatives (security, privacy, etc). As long as the browser keeps the history of your current browser session alive while the browser stays open, that's perfectly fine for me.