A new notification setting has appear in Teams, let you know configure notification when a colleague joins Teams.

This notification is set to Banner and Email by default.

To manage how you want to get notified, just go to your Teams Settings menu and reach out the Notification section to configure the Highlights for youColleague joined Teams option