Journal
Notes from attribution desks and read-out rooms
Short pieces on campaign windows, channel hygiene, and reporting habits — written for practitioners reviewing performance in Vietnam markets.
When last-touch reporting hides a radio assist
A Tet retail example of how offline spots can assist store redemptions without ever winning the last click.
UTM hygiene checks before you blame the channel
Four naming mistakes that inflate or deflate channel contribution before any attribution model is applied.
Building a stakeholder pack that survives finance questions
Which charts earn their place in a monthly campaign pack — and which ones invite unhelpful debate.