Sending email to alias of office365 group not delivered to inbox

We want to convert our distribution lists to Office 365 groups, and want to use alias email addresses on some of the groups. However we notice that when we send to the alias address the email does not show in the inbox of the group members even if they subscribe to the group. If we send to original address everything works as expected. Is this by design or am I missing something?