Cigar retailers can face paid-media restrictions that make their acquisition mix different from many unrestricted retail categories. That does not prove organic search is the primary scalable channel, but it does make channel-by-channel measurement especially important when deciding where to invest.
Start by separating local discovery, ecommerce purchase intent, and research intent. A search for a nearby lounge, a query for a specific cigar product, and an educational query can all create value through different paths, so combining them into one undifferentiated ROI number can hide what is actually working.
The source includes an ecommerce-intent example containing Padron 1964, but it provides no supporting demand or conversion study for that query. Treat examples like this as illustrations of intent classification rather than evidence of expected sales.
Define the business model before choosing KPIs: a walk-in lounge, an online retailer, a private-label brand, or a mixed operation will not use the same conversion evidence. The cigar SEO statistics guide can provide the source's benchmark context, while ROI decisions should still rely on first-party performance data.