Cloud spend missed forecast by 20%, but traffic grew 50%. Did engineering become less efficient?

A budget miss can coexist with lower cost per request. Separate demand, usage intensity and price effects before assigning an efficiency target.

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.