CAC Measurement Studio
Rebuild acquisition cost from raw spend, join keys, and delayed conversion. Includes a real limitation: we will not invent a pipeline you do not have.
Bangkok measurement studio
Acquisition cost is a story. Most dashboards tell the wrong chapter.
Mirror Flowcore trains in-house teams to rebuild User Acquisition Cost Analytics from the ledger outward: spend that finance accepts, cohorts that survive a 14-day checkout lag, and incrementality tests that do not collapse the moment creative fatigues.
Heard in the room
Teams arrive arguing about a single CAC. They leave arguing about windows.
“The Paid Social Drift session made our Meta number look less heroic and more honest. We still dislike how slow the weekly close feels, but at least growth and finance now share one definition.”
“I booked the Studio Seat after a messy Q3. Kanchana’s incrementality sketch for our TikTok holdout was the first time I could explain lift to the CFO without a screenshot tour.”
On the calendar
Courses built around the cost number you actually report
Each programme is small, taught in English, and centred on User Acquisition Cost Analytics rather than generic “growth hacking.” The flagship studio is the only full curriculum published in detail.
Incrementality Design Lab
Holdouts, geo splits, and why a “platform lift study” is not the same as a test finance can defend. Next dates by enquiry.
Cohort Economics Intensive
Window choice, refund drag, and repeat-purchase lag common to Thai checkout flows. Pair it with the Studio if your CRM export is noisy.
- 63
- Working sessions delivered in Bangkok since 2018
- 41
- In-house growth teams among alumni, not agencies alone
- 7 yrs
- Median marketer tenure in the room — we teach practitioners, not first-week hires
How the studio thinks
Cost literacy before creative opinion
- A join key, or the conversation stops Campaign IDs that finance, media, and CRM can all see. Without them, CAC is theatre.
- Windows that match how Bangkok actually buys COD, bank transfer, and 9–14 day consideration are treated as design constraints, not footnotes.
- Incrementality that survives fatigue We separate creative decay from true incremental cost so you do not scale a dying ad and call it efficiency.
Snapshot · beauty DTC, Bangkok
They stopped reporting a 7-day CAC that finance never booked
After the Cohort Windows module, the team moved to a 21-day observed window and a 45-day modelled tail. Reported CAC rose. Contribution margin conversations got shorter. The reservation they still name in reviews: spreadsheet mapping took a full evening.
Journal
Notes on User Acquisition Cost Analytics
Why last-click still inflates CAC in Thai paid social
View-through, assisted search, and the quiet work of a holdout when Line and Meta share the same buyer.
Reading CAC drift across Meta and TikTok budget cycles
What looks like “efficiency” is often pacing, auction pressure, and a creative set that aged in public.
Choosing cohort windows when checkout lag is 9–14 days
COD, bank transfer, and festival calendars change the math more than a new attribution model.
Visit or write
Bring the export you actually use.
If your join keys are messy, say so. We would rather start from an ugly sheet than a polished slide.