Benchmarks · buyer concentration in a show

Most of a break's money comes from about ten people.

In the median basketball break we tracked, the top 10 buyers produced 74.2% of the show's sales. The single biggest buyer alone produced 17.1%.

74.2%
median top-10 buyer share of a show (n=56)
54.0%
median top-5 buyer share
5
median buyers needed to reach half of a show's sales
The numbers

Top buyers carry the show.

We looked at 56 basketball shows with at least 10 distinct buyers and ranked each show's buyers by how much they spent in that show. In the median show, the top buyer produced 17.1% of sales, the top 5 produced 54.0% and the top 10 produced 74.2%. A typical show we tracked had 34 buyers, so in the median case everyone outside the top 10 shared the remaining 25.8%.

This was not a few outlier shows. In 53 of 56 shows, the top 10 buyers produced more than half of sales. Even the least concentrated show in the sample had its top 10 buyers at 42.7%.

Top buyers in the show25th pct showMedian show75th pct showMedian, 60+ min (n=45)
Top 112.7%17.1%26.5%15.8%
Top 540.8%54.0%68.7%47.9%
Top 1060.2%74.2%85.0%69.2%
Share of a show's captured sales from its top buyers. 56 basketball shows with 10+ buyers; 45 of them captured for 60+ minutes.

Pooling all 56 shows together rather than taking the median show, each show's top 10 buyers accounted for 66.6% of the combined sales, and each show's top 5 for 49.9%.

Half the money

Half of a show's sales came from a handful of buyers.

Another way to see it: sort a show's buyers from biggest to smallest and count how many it takes to reach half of the show's sales. The median was 5 buyers, and the middle half of shows needed between 3 and 7. As a share of the room, that is a median of 15.3% of the people who bought anything.

Put plainly: in a show with around 35 buyers, roughly five of them produce half the money.

What to do with this

Know your top 10 before the show ends.

When a few buyers produce most of a show's money, the most valuable thing you can know during a break is who they are. Three habits follow from the data:

  • Recognize them live. Greet your top spenders by name and remember what they chase. They are a small group, so this is manageable even mid-break.
  • Plan around their product. If your top buyers keep chasing the same release, that is a strong signal for what to open next.
  • Follow up after the show. Losing one top-10 buyer costs more than losing twenty small ones. Our repeat buyer data shows how much of a seller's money comes from buyers who return.

The same pattern holds across shows, not just within one. Across every buyer we tracked, a few dozen people produced half of all sales; see buyer concentration across breaks.

Common questions

Quick answers

How much of a break's revenue comes from its top 10 buyers?
In the median show we tracked, 74.2%. That is across 56 basketball shows with at least 10 buyers. In 53 of those 56 shows, the top 10 buyers produced more than half of the show's sales.
How many buyers does it take to reach half of a show's sales?
A median of 5 buyers, which was 15.3% of the people who bought anything in that show.
Does this hold for longer shows?
Yes, slightly less extreme. In the 45 shows captured for 60 minutes or more, the median top-10 share was 69.2% and the median top-5 share was 47.9%.
Method

Where these numbers come from

Every figure on this page comes from 59 basketball breaks from 17 Whatnot sellers that Whaler tracked from September 9 to September 29, 2026 (7 capture days): 10,734 sold lots, 1,530 buyers and $1,824,913 in captured sales. Each lot is one sold spot or item with its final price and buyer. These are the breaks we tracked, not the whole Whatnot market, so treat them as benchmarks from real basketball shows rather than platform-wide averages.

Captured totals are lower bounds: a capture can start after a show begins or stop before it ends. Medians are used throughout because a handful of very large shows and buyers pull averages up. Sample sizes are stated next to each number.

See your top 10 while you are live.

Whaler ranks every buyer in your Whatnot show by spend in real time and remembers them for next time.