Commerce Analytics Review
A focused review of how your commerce metrics tell the customer story — and where the picture is incomplete.
Bangkok · since 2019
Customer journey visualization for digital commerce teams who need a shared picture of how shoppers move — and where paths stall.
Flagship work
Over three to five weeks we interview your commerce roles, walk the live paths, and deliver annotated maps plus visualization boards your leadership can actually stand in front of.
For digital commerce leads, merchandising managers, and CX owners across Thailand who need friction named in plain language — not another unused report folder.
Related work
Reviews, commissioned boards, and workshops that sit alongside a full mapping engagement.
A focused review of how your commerce metrics tell the customer story — and where the picture is incomplete.
Commissioned visual boards that make customer paths clear for executives, partners, and store teams.
A half-day workshop that teaches commerce teams how to read journey maps and spot actionable friction together.
From recent work
The mapping sessions forced us to admit our app and website were telling different stories at payment. We still argue about priorities, but at least we argue from the same drawing.Naree S. · Head of Digital Commerce, Bangkok fashion retailer
I expected a thicker slide deck. What we received was a shorter memo that named three metric gaps we had been politely ignoring. Useful, if a little uncomfortable.Prasit K. · CX lead, regional marketplace seller
How engagements unfold
Every mapping engagement follows a clear sequence so commerce teams know what happens each week — interviews, path walks, drafts, and boards.