Boston sold out of beer. The next host will see it coming, and stock the bar.

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Fifty thousand fans, and a capacity calendar that would have told the bars a month before.

On 13 June 2026, Scotland played Haiti at Gillette Stadium. Around 50,000 Scottish supporters travelled, and across the match weekend bars in downtown Boston sold out of beer. Major event capacity planning would have warned the bars a month ahead.

Across the match week, Boston’s bars sold beer at roughly four times the volume of a Fourth of July weekend. The Samuel Adams taproom alone went through about 70 kegs. Some venues ran dry. The local press ran the story as colour. It is also evidence: every keg the city could have sold is spend it can plan to capture next time.

What was knowable, weeks before

Scottish travelling support has a well-documented pattern. Airline and booking data showed flight bookings into Boston for the match week. Accommodation data showed hotel occupancy for the same week. All three pointed to the same weekend. Connect them to the supply decision, and the bars, the distributors and the brewery can order for the week they are about to have, not the usual summer pattern.

The demand was visible in booking data weeks ahead.

Beyond Boston: absorptive capacity

Absorptive capacity is how much demand a place’s supply chain can take on before the value leaks. When the bars are stocked, the spend happens here. Scale that to a national economy and it is the difference between a visitor economy that grows the country and one that grows its neighbours. The beer is the small, visible version of the beds, the drivers, the caterers, and the airlift, and every one of them can be sized ahead.

What a host needs: the capacity calendar

A view of demand by origin market for the match week, set against the capacity of the supply chains that will serve it. A capacity calendar delivered before, with the weekend flagged and the distributors told, rather than an impact study delivered after. That is a small piece of work when the data is connected, and it keeps the spend in the city.

Size it before the fans arrive

Every host city has a version of this story, and the ones that plan for it keep the weekend. The case is in the test was the World Cup, and the method on the page for supply-chain leakage.

The capacity calendar test

Before your next major event, produce a capacity calendar by supply chain for the peak week, and put it in front of the suppliers who will carry it.

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