Live selling by the numbers.
What 30,271 livestreams, 1.15 million logged sales and 135,132 buyers say about how live rooms actually make money. Whatnot, eBay Live, Fanatics Live and TikTok LIVE. Aggregates only: no seller, buyer, room or customer is named or attributable. Snapshot: September 22, 2026, trailing 30 days.
The dataset
Ghost Agent sits inside live rooms and records what a viewer could see: sales, bids, buyers, viewer counts. These are the totals behind everything below. The network more than quintupled since the August snapshot, so treat this page as a picture of a much larger tracked market, not a like-for-like trend.
When the money moves
Logged sales by hour and by day of week, all platforms, Central time. Half of all GMV still lands between 6pm and midnight, but the peak has moved late: 10pm is now the single biggest hour, and the week has flattened out.
| Day | Mon | Tue | Wed | Thu | Fri | Sat | Sun |
|---|---|---|---|---|---|---|---|
| Share of weekly GMV | 15.3% | 15.1% | 13.2% | 13.7% | 15.6% | 15.0% | 12.1% |
The typical show
Median values per finalized show report with 5+ logged sales, over 30 days: 3,477 Whatnot shows, 862 eBay Live, 425 Fanatics Live, 1,478 TikTok LIVE. Whatnot runs cheap lots at volume; Fanatics Live carries three times the median GMV on a quarter of the shows. TikTok LIVE has no public sales feed, so it appears in the audience rows only.
| Platform | Median show GMV | 75th pct | Median sale | AOV | Buyers | Sales | Length | Peak viewers |
|---|---|---|---|---|---|---|---|---|
| Whatnot | $4,710 | $14,856 | $20 | $48 | 71 | 57 | 3h 26m | 124 |
| eBay Live | $6,594 | $17,068 | $57 | $112 | 68 | 61 | 6h 38m | 46 |
| Fanatics Live | $13,435 | $43,185 | $75 | $297 | 64 | 99 | 7h 08m | 71 |
| TikTok LIVE | n/a | n/a | n/a | n/a | n/a | n/a | 3h 57m | 148 |
Who actually pays for the show
Buyer behavior over 30 days. A repeat buyer bought on two or more show days. A whale is a buyer with $200 or more in logged spend in those 30 days. Concentration got sharper as the network grew: repeat buyers now carry the overwhelming majority of GMV on every platform.
| Whale spend per show visited | Median | Mean | Whales in sample |
|---|---|---|---|
| Whatnot | $225 | $553 | 27,841 |
| Whatnot, top 200 whales | $6,782 | $9,272 | 200 |
| eBay Live | $273 | $655 | 5,294 |
| Fanatics Live | $440 | $1,100 | 3,212 |
Whale economics, one workspace at a time
Ghost Agent's Whale board joins the buyers in a seller's own rooms with the buyers in the rival rooms that seller tracks. These are medians across 27 anonymized workspaces with 50 or more untapped whales, over 30 days, rather than one hand-picked example. Nothing here identifies a seller or a buyer.
Big nights
Finalized show reports by logged GMV, 30 days. Big rooms are not rare; they are repeatable.
Method and how to cite
Where the numbers come from. Ghost Agent captures public live rooms on Whatnot, eBay Live, Fanatics Live and TikTok LIVE for its customers: their own shows and the rival shows they choose to track. Sales, buyers and bids come from the rooms' public sale feeds. Viewer and length figures come from the live sessions and the finalized show reports. TikTok LIVE has no public per-item sales feed, so TikTok appears only in audience and duration figures. “Show day” means one seller on one calendar day (Central time), and sale times are the times the sale was captured live. Whale spend per show visited counts each buyer's spend in one room on one day. Everything here covers the trailing 30 days to September 22, 2026. Medians are used wherever a few very large rooms would distort a mean.
Why 30 days, and what changed. The previous snapshot covered 90 days to August 17, 2026. The tracked network has grown more than fivefold since, and the ledger behind these figures no longer reaches back a full 90 days, so a 30-day window is the longest one where coverage is stable end to end. Comparing this page with the August one measures how much more Ghost Agent now watches, not how the market moved. Two figures from that snapshot are absent rather than restated: distinct viewers and chat volume, which the current retention window cannot support honestly. The Whatnot category mix is out for the same reason: most tracked rooms no longer carry a category label we can join to.
What is deliberately not here.No seller, buyer, room, workspace or customer is named or attributable. The whale-economics figures are aggregates over single anonymized workspaces and are published with the sellers' own rivals unnamed. Buyer identities are never exposed outside a customer's own workspace, and there only for the rivals that customer tracks.
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