How to sync all my Google calendars to iPhone with Exchange
It turns out I missed one step:


After login to Exchange, go to https://m.google.com/sync/settings and
select iPhone (or other iOS devices) and choose calendars you want to
sync on it.


This is really confusing that I can hardly tell the differences between this and the settings in https://calendar.google.com/calendar/syncselect