Metric dictionaries that stick
Define revenue, contribution, and assisted conversion once — then apply those definitions across Shopee, TikTok Shop, Meta, and store POS without renaming everything every quarter.
DataBridge Core
See the sale before the channel claims it.
A practical school for teams building a Data Visualization and Analytics Platform for Cross-Channel Sales Analytics — grounded in real marketplace, ads, and store feeds.
2,140practitioners coached since 2019
38live cohorts across APAC
11 weeksaverage flagship path
4.3 / 5learner-reported usefulness
Flagship preview
Channel Clarity Lab
Build a sales signal map that reconciles marketplace orders, paid media, and offline tickets into one narrative view your merchandising lead can defend in a Monday meeting.
You leave with a working board, a metric dictionary, and a critique session with an instructor who has shipped retail analytics in Kuala Lumpur and Singapore.
Course outline
Why teams enroll
Fewer vanity charts. More channel truth.
Visualization habits for operators
Learn which chart answers which question so category managers stop asking for “one more pivot” during launch week.
Malaysia-ready scenarios
Worked examples use dual-language promotions, festive campaign spikes, and marketplace fee structures common to the local retail calendar.
From the floor
What learners notice after week four
The Channel Clarity Lab forced us to kill three overlapping revenue cards. Our marketplace lead finally stopped arguing with paid media over the same Ringgit.
Useful, though the SQL warm-up assumed more comfort than our junior analysts had. Once we slowed that module, the dashboard critique sessions were sharp.
Field notes
Recent writing
Attribution without the blame game
How to present assisted conversion so channels stop competing for credit.
Dashboard density for retail Mondays
A spacing rule that keeps festive campaign views readable under time pressure.
Malaysia marketplace fee views
Visual patterns that surface fee drag before margin meetings.
Bring your channel mess. Leave with a board your team trusts.
Start with the Channel Clarity Lab or ask us which path fits a two-person analytics desk.