Measure before you commission another capacity pack

A polished utilisation chart on untagged change events only accelerates the wrong debate.

Person working on a laptop at a wooden desk

Teams under pressure often skip attribution fields and jump to a new capacity pack. Weeks later, platform and operations argue over different totals for the same release because every change still shares one opaque counter.

Prefer environment and service-family tags over widget names. Keep the reporting window out of the metric alias and in a property. Write allowed values the same day a new tool ships—or the surface becomes a free-form dump.

In an Infrastructure Reporting Baseline we spend early days on the inventory, not on chart cosmetics. Packs get sharper only after the measurement map stops arguing with itself.

All field notes Talk through a similar issue