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Leadership asks if the platform made delivery faster. Deploys are up forty percent and three teams reorganised. What now?

You cannot run the counterfactual. What survives scrutiny is a comparison design that narrows the alternatives, not a number that claims to settle it.

Updated Oct 2026 · 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.

You cannot run the counterfactual. What survives scrutiny is a comparison design that narrows the alternatives, not a number that claims to settle it.

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