ShelfSignal
Messy retail data, walked into order.
Follow one product, Daybreak Oat Creamer, from four messy exports into one clean view.
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Aisle 01
Harmonize
Walmart files it as OAT-CRM16, Kroger as ‘Oat Creamer 16oz’. Harmonize makes them the same product.
Four retailer names → one product
WMT OAT-CRM16
KR Oat Creamer 16oz
TGT 073-OATCRM
AMZ B0DAYBRK16
Daybreak Oat Creamer
1 canonical SKU
1 canonical SKU
Aisle 02
Dashboard
Every store stocking your creamer, its sell-through and inventory, on one screen.
Daybreak Oat Creamer
Live
1,940Stores
92%Sell-through
6.2kUnits / wk
Aisle 03
Catch-What's-Wrong
The 38 stores that quietly stopped reordering your creamer, flagged before the next PO.
Daybreak · reorder check
Store #1183 · Dallason track
Store #0472 · Mesastopped 3 wks
Store #2098 · Tulsaon track
Store #0815 · Renostopped 2 wks
38 stores flagged before the next PO
Aisle 04
AI-Visibility
When a shopper asks AI for the best oat creamer, know if it names you.
Tracked AI shopping answer
best oat milk creamer?
1.Barista Oat Blend
2.Daybreak Oat Creamer, top rated for froth
3.Morning Fields Oat
The result
Four spreadsheets became one dashboard.
In week one, Daybreak caught 38 stores that had quietly stopped reordering. Built from 26+ retailer pipelines.