Logging (at scale) is the most important thing to understand reality in your system. At scale, realities are many.

Metrics enable the ability to aggregate concepts into some kind of meaning.

Meaning can then have alerts associated to them.

You cannot create metrics on things you don’t know, which is why logging is the base.