Design the metrics backend for a monitoring product: millions of active series, writes never stop, queries reach back months.

Everyone sizes a metrics system by samples per second and everyone is wrong. The constraint that actually kills these platforms is a single label added on a Friday.

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.