02
The Journal · Issue Nº 02 · August 2026
Cover story · Deep Dive

A forecast is not a number. It's an argument.

Last month times growth is a guess. A plan is nine named factors, each one a line the room can argue with. One division's March, walked end to end.

Merchandise Planning9 min readAug 2026
Read the cover story
Factor-by-factor reconciliation of a March merchandise plan
Field NotesDeep DivesPlaybooksProduct Field NotesDeep DivesPlaybooksProduct

The Index, in order

01

Dead stock: how to find it before it becomes a markdown.

Age tells you what's old. Sell-through tells you what's dead. Finding the SKUs that quietly stopped selling, before they age into a discount.

Deep Dive · Inventory Health8 min read
02

Sell-through rate: the one number that grades your buy.

Volume flatters, sell-through grades. The best-seller in this assortment moved only 44% of what was bought. How to read the number that says whether a buy actually worked.

Deep Dive · Inventory Health9 min read
03

The 2.6%: the fast-moving SKUs that carry the store.

A tiny head of the assortment earns most of the sales, and it's the stock you're most likely to run out of. Find the vital few, by units and by value, and protect them.

Field Note · Inventory Health8 min read
04

A forecast is not a number. It's an argument.

Last month times growth is a guess. The nine named factors that turn a baseline into a plan the room can argue with, walked line by line on one division's March.

Deep Dive · Merchandise Planning9 min read
05

The best forecasting model is the one that earns its seat.

Statistical, gradient-boosted, deep learning: a ladder, not a leap. Models compete on your own history, the winner differs by division, and the range matters more than the number.

Deep Dive · Merchandise Planning9 min read
06

The plan says ₹48 crore. The buy is ₹40.43.

Open-to-Buy is where the sales plan meets the stock you already own. The formula, a worked March example, and why buying to the sales plan is how dead stock gets born.

Playbook · Merchandise Planning8 min read

See it run on your data.

Every screen in The Journal is a live Retalp module. Book a walkthrough and we'll run it on your own assortment.