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How to shut down

What's the current best practice to shut down the system? In the old
days I used to:
# shutdown - h now

but then I read of the systemd way:
# systemctl poweroff

However, with the latter the system does shut down, although the machine
does not power off (I have to physically press the off button). While
with the former it actually powers off.