Apparel · $6M · Shopify Plus
Publishing shortly900 SKUs, DTC + wholesale, no data team.
Stockouts 8.1% → 2.4%
"The forecast quietly took over reorder decisions inside six weeks."
The work
What the systems actually output.
Client case studies are publishing shortly. In the meantime, here is the shape of the artifacts we build — the forecasts, the reconciliations, the recommendations that show up inside a client's stack every day. Illustrative, not decorative.
Case studies
Two full write-ups are with the operators for approval. Anonymised until then.
Home & kitchen · $12M · Shopify + Amazon
Publishing shortlyMarketplace settlements untouched for months, ops reconciling by hand.
12 hrs/wk of ops time returned
"The reconciliation just runs. Exceptions come to us instead of the whole file."
Proof gallery.
Every card is the actual shape of a system we ship. Captions describe the business outcome, not the technique.
Sample
Demand forecast — actual vs predicted
12-week SKU-level forecast against realised sales. Stockouts dropped from 8.1% to 2.4% over one apparel season.
Outcome · Fewer stockouts, less locked cash
Sample
Reconciliation exception report
Overnight match across Shopify orders, Amazon settlements, 3PL charges and refunds. Only exceptions surface to a human.
Outcome · 12 hours a week returned to ops
Sample
Recommendation output payload
Cross-sell and category recommendations, ranked, personalised, delivered as a service to the storefront and email.
Outcome · +18% average order value in the first cycle
Sample
Customer segmentation view
Behavioural segments with repeat probability, LTV and churn signal. Feeds the flows in Klaviyo or a comparable ESP.
Outcome · Retention email revenue up, discounting down
Sample
Inventory reorder recommendation
Reorder points, safety stock and warehouse split, computed from real sell-through and lead-time variance.
Outcome · 31% less excess stock, no rise in stockouts
Sample
System architecture diagram
Shopify · Amazon · ERP · POS · 3PL · ad platforms into one trusted model. The pipeline the four systems sit on top of.
Outcome · One number that means one thing
HappySellers live lab
Every technique above has already run on real commerce.
HappySellers is the retail platform we own and operate. 250+ active sellers, 6,000+ registered businesses, real orders, real inventory, real returns, real settlements. Every model we recommend to a client has been tested on our own GMV first.
Live sellers
250+
Registered businesses
6,000+
Want the same output for your business?
Book a 30-minute call.
We'll tell you honestly which of these artifacts would move a real number in your business right now — and how long it takes to ship.