Design metering for usage-based pricing: billions of usage events become invoices customers dispute line by line.

A disputed invoice needs a reproducible calculation. Retain raw usage events and versioned pricing so each line can be explained and corrected.

Grounded in researched DevOps, SRE and platform engineering interview loops, written to a senior-engineer editorial bar, and never padded to hit a word count.