A brand sees shipments to its distributors. The distributor sees sell-through, how long stock sits, which competitor took the facing when a planogram changed, and whether a retailer is quietly delisting. Shipment growth and shelf growth diverge for months before the brand's own data shows it.
What can a brand not see?
Sell-through. A brand that sells to distributors sees sell-in — what it shipped — and infers demand from it. Those two figures track each other until they do not, and the divergence is invisible from the brand's side until inventory corrects.
It also cannot see the shelf. Facings, position and what happened at the last category reset are decided by the retailer and observed by the distributor — visible on a store walk and nowhere in the brand's own data, which is why a brand learns about a delisting when the order stops.
| What the brand sees | What the distributor sees | |
|---|---|---|
| Measures | Sell-in — what shipped | Sell-through, and how long stock sat |
| Sees the shelf | No — infers it from orders | Yes — facings, position, and the last reset |
| Learns about a delisting | When the order stops | Months earlier, at the category review |
What does a distributor observe?
Velocity — how fast product moves where it is listed — and how long stock sits before it does. That is the metric category managers use to allocate shelf, so it predicts what happens next rather than describing what happened.
They also see the competitive set from the same vantage point, which means they can tell you which brand gained facings when yours lost them.
Velocity also has a diagnostic use beyond prediction. A product moving quickly in the doors it holds while losing distribution is being delisted for reasons other than performance — terms, category rationalization, or a retailer's own-label program — and that distinction changes what a brand can do about it entirely.
How is shelf position decided?
By category managers, once or twice a year per category, on a mix of rate of sale, margin and trade support. It is a scheduled decision rather than a continuous one, which is why the outcome arrives as a step change.
That scheduling is what makes distributor evidence valuable in commercial diligence. The reset is visible to the trade well before it is visible in a brand's numbers.
What should you ask a distributor?
About velocity and facings rather than volumes. Distributors will describe how fast a product moves and what happened at the last reset, and both are more informative than a shipment figure you already have — or than a reported like-for-like.
Asking about the competitive set in the same conversation is usually productive, because the comparison is what they actually think in.
The order of the questions matters too. Opening with velocity and facings establishes that you understand what the distributor actually tracks, which makes the later questions about the competitive set easier to ask. Opening with volumes signals that you are looking for something they cannot give you, and the conversation narrows from there.
What will they not tell you?
Their margin, and their terms with the retailer. Both are commercially sensitive, and asking directly tends to end the useful part of the conversation rather than producing a number.
Ask about structure instead — whether terms are volume-linked, when they were last renegotiated — which is answerable and frequently more useful than the figure would have been.
There is also a category of thing they will discuss only in general terms, which is worth recognizing rather than pushing at. How a retailer behaves at reset, what usually triggers a delisting, and how much notice brands typically get are all describable without reference to any particular account, and they answer most of what a diligence needs.