For two years we measured engagement by logins and concluded things were going well. They were not.
People were logging in, looking at the notification badge, and leaving. The number that actually predicted whether someone renewed was whether they had ever posted something other than an introduction.
We stopped reporting logins entirely. It was a comfortable number and it told us nothing.