Client stories

What teams say after the brief lands

Short reflections tied to specific engagements, plus two longer stories about how the work played out under real constraints.

The audit brief named three journeys we had never tied to specific cloud resources. We still disagreed on one metric definition afterward, but at least the disagreement was concrete.
Hyejin Park · Product lead, subscription commerce site · Cloud usage audit for web applications

Monthly notes arrive on time and stay short. I forward the ‘what changed’ section to finance without rewriting it.
Minsoo Choi · Engineering manager, media web app · Monthly usage advisory

The workshop forced us to drop two vanity metrics we liked. That was uncomfortable for an afternoon and useful for the quarter.
Elena Vargas · Head of digital, regional retailer · Measurement workshop

We booked the post-launch review too late to capture a proper baseline, so the comparison was softer than I wanted. The follow-up questions still shaped our next instrumentation sprint.
Jonas Berg · Release owner, B2B portal · Post-launch usage review

Engagement stories

Two colleagues reviewing documents together

Subscription commerce site — usage audit

A Seoul product team arrived with clean billing CSVs and almost no journey map. During intake we spent an extra day naming browse, trial signup, and renewal paths against the managed database and edge services that served them.

The brief flagged renewal traffic as under-instrumented relative to its revenue weight. The team deferred two of our metric suggestions — they lacked engineering capacity that quarter — and adopted the renewal instrumentation first. The mild reservation from their product lead still stands: one metric definition remained contested after delivery, which kept the conversation honest.

Media web app — monthly advisory through a campaign season

An engineering manager asked for advisory during a three-month campaign calendar. Extracts arrived on a fixed Friday; notes returned the following Wednesday with a short call.

Midway through, a campaign creative change drove unexpected object-storage growth. The advisory note separated that spike from baseline viewing patterns so finance did not treat the whole month as a runaway. When extracts slipped by more than ten days once, we paused that month’s note rather than inventing trends — a clause both sides now treat as non-negotiable.