So I was just now thinking about it and considering Johnny D's timeline of "finding" the beetle scarab and then how long he spent doing hero things around Coast City, I have it in my mind that he would have joined the team within the last calendar year. I'm not sure exactly when that was, but that's my working headcanon right now.