Grocery Supply Chain Planning
Grocery and convenience stores sell fresh food that lasts days and run promotions that reshape a category each week. DemandLabs forecasts each item in each store from POS, flags short-dated stock while it can still sell and scores each promotion on its return.
What Shapes Grocery and Convenience Planning
Grocery and convenience demand is planned by the day, for stock that often lasts only days.
Short Life, Daily Orders
Produce, bakery and prepared food have to sell within days of delivery. Every store order trades the waste of an extra case against an empty shelf at the evening peak.
The Weekly Ad Moves the Category
Promoted items can sell many times their usual rate, and shoppers switch from the brands next to them. The ad is set weeks ahead, long before the weather is known.
Little Room Behind the Shelf
Convenience formats have almost no backroom and take small, frequent deliveries. Demand follows commuters, fuel traffic and the time of day.
Solutions for Grocery and Convenience
The DemandLabs applications that fit grocery and convenience, and how each one handles the planning.
Each item in each store is forecast from POS with weather and local events as drivers. Lost sales on days the shelf ran empty are estimated, so a fresh line that sold out early is not forecast lower tomorrow.
Explore demand planningChilled and fresh lines carry their remaining shelf life into the aging view at each DC, and short-dated stock is flagged with a recovery play for its SKU. Staples and specialty lines can carry different service targets by store.
Explore inventory optimizationEach promotion in the weekly ad is scored on its return, with uplift separated from the sales taken from nearby brands and from the pull-forward that lowers the weeks after.
Explore revenue growth managementSales and margin targets cascade by banner and region, with the gap to plan shown at each level. Holiday plans are compared side by side on margin, cash and service before vendor orders are placed.
Explore IBPHow Grocery and Convenience Planning Connects
A promotion in the weekly ad reaches each store's forecast, the fresh stock at the DC and the category margin in the same cycle.
Weekly Ad
- Promotions
- Price changes
- Vendor funding
Store-Day Forecast
- Scanned sales
- Weather
- Holiday weeks
Short-Life Stock
- Remaining shelf life
- Store service targets
- Recovery plays
DC Flow
- Vendor orders
- Store deliveries
- Lead times
Category Margin
- Shrink
- Promotion return
- Gross margin
Built for Grocery and Convenience
Grocery planning weighs a full fresh shelf against the waste bin, one store at a time.
Weather Reaches Each Store
Weather enters each store's forecast as a driver, so salads, drinks and charcoal rise in the stores where a warm weekend is due.
Sell-Outs Kept Out of History
A day when a fresh line sold out early is flagged, and DemandLabs estimates what the empty shelf lost, so tomorrow's forecast is not cut.
Promotions Scored on Return
Each event's uplift is measured apart from the sales it took from neighboring brands and from the weeks that followed it.
Shelf Life at the DC
Where your data carries expiry dates, the aging view shows short-dated lines at each DC with a recovery play while they can still sell.
Planning Notes for Grocery and Convenience
See all notes
Separating the three things a promotion does to demand
Promotion uplift modelling separates incremental volume from pull-forward and cannibalisation, starting with the baseline and the counterfactual under it.
23 August 20269 min read
The reorder points nobody has touched since go-live
Replenishment parameters set at go-live and never revisited: which ones exist, who may change them, trigger based review, and the audit that finds the worst.
21 August 20269 min read
Collaborative planning, forecasting and replenishment usually stops at the data exchange
Why collaborative planning forecasting replenishment stalls after the data exchange, the four commitments a working arrangement needs, and how to test yours.
21 August 20269 min readGrocery and Convenience Planning FAQs
Can DemandLabs forecast fresh items by store?
Each item in each store gets its own forecast from POS, refreshed daily, with weather and local events as drivers where you supply them.
How does it handle short-dated stock?
Short-dated stock is flagged in the aging view from its expiry date and remaining shelf life, with a recovery play attached for each SKU.
Can it measure our weekly promotions?
Each event's uplift is separated from cannibalization of nearby items and from pull-forward, so the next ad is planned from measured returns.
How long does implementation take?
Eight weeks to the first live cycle for one planning area, with a value review with your CFO in week 10.
See Your Fresh Range Forecast Store by Store
A 45-minute walkthrough on your own data.