The point is that the question 'since what' is a misleading intuition, it's not at all essential or implied.
You want to know how long something takes. You take a timestamp before and one after.
A timestamp since what?
Well, by definition, the number of seconds since the unix epoch.
Which unix epoch, exactly? In what timezone?
Unspecified. You could have picked any timezone, and the result would not change, as it is not essential. Even if there is no timezone, not even one that you picked in secret, it still works.
Asking the question for durations is a subtle error. You only need a timezone for a time point. Timestamps are often immediately converted to time points, but that is neither necessary nor inherent.