Client stories

Evidence from assessments and attribution work — specific constraints, interactions, and outcomes rather than generic praise.

“The assessment finally showed which three backends owned most of our compute line. The resize list was shorter than I expected, and that made it easier to get approval.”

— Minji Park, platform lead · Cost & Efficiency Assessment

“We still had to chase tagging gaps ourselves after the review — that part was tedious — but the attribution model stopped finance and engineering arguing over the same shared logging cluster.”

— Daniel Cho, finance partner · Spend Attribution Review

“The benchmark session forced us to bring utilisation samples for four services. Two of them looked fine; the batch worker did not. Having that contrast in one afternoon saved us from a wider fishing expedition.”

— Hyeonseo Lim, SRE manager · Efficiency Benchmark Session

“Monthly advisory caught a staging cluster that had been left at production size after a launch rehearsal. The finding itself was ordinary; the value was that someone was looking every month.”

— Marcus Yoon, engineering director · Ongoing Cost Advisory

Extended story: multi-account commerce estate

A Seoul-based commerce group ran eight applications across three cloud accounts with inconsistent environment tags. Finance saw a rising storage line; engineering believed the rise came from product image traffic.

During the Cost & Efficiency Assessment, Cloud Solutions Hub regrouped ninety days of billing by application id. The storage growth traced to an analytics export bucket retained without a lifecycle policy — not the storefront CDN. Idle capacity findings focused on two non-production databases left oversized after a peak-season drill.

The remediation plan listed five items. The team completed three within six weeks. The remaining two waited on a schema change and were labelled as such in the final report so leadership did not treat them as ignored recommendations.

Extended story: shared platform attribution

A regional product company used one logging cluster for five teams. Monthly closes repeatedly stalled because each team disputed its share. The Spend Attribution Review documented a per-ingest allocation rule and mapped top cost centres to cost owners already present in the finance chart of accounts.

The first month still required manual spreadsheet work — the client noted that clearly — but by the second close both sides referenced the same rule sheet. That continuity mattered more than a one-time percentage split.