A commercial manager who pulls a market's top-selling formats from Amazon or Lazada and treats that as "what the market prefers" is measuring one channel, not the market. Format preference is frequently channel-specific — a hydration brand can dominate in tablet form in offline pharmacy retail while powder sachets lead online, in the same country, in the same category. Executives commonly collapse this into a single number because e-commerce bestseller data is the easiest intelligence to pull, and it feels comprehensive. It isn't. The commercial mechanism at work is that online and offline buyers are frequently different consumers with different purchase triggers — online favours format convenience and price comparison, offline favours shelf visibility and habitual purchase — so the ""winning"" format on one channel can be a marginal player on the other. For a brand entering through a distributor whose strength is offline retail, building a portfolio around online bestseller data selects for the wrong channel's preferences and risks a range mismatched to the actual entry route. The channel a brand is entering through should shape which format signal gets weighted, not just which market.
Commercial impact: a portfolio optimized for the wrong channel underperforms even when the underlying market data was accurate — because it answered the wrong question.
Business risk: distributor sell-through targets are set against the channel they actually operate in, so a format mismatch here compounds the risk already tied to early sequencing.
Execution implication: format intelligence needs to be gathered and weighted separately by channel, not averaged into one market-level view.
What changes: before finalizing sizing/format/flavour signals, the executive needs to know which channel the first shipment is actually entering through, and weight the market intelligence accordingly.
A brand entering through one channel needs to read demand in that channel. A blended figure can point to the wrong format, and the signal a product is judged against should come from the channel the brand will actually sell through.
To understand how to decide which products to take to a new market, refer to Framework 03: Portfolio Selection.
