Ghost drops, explained
When a SKU appears in the FWGS catalog without a matching Whiskey Release entry, that's a ghost drop. We watch both.
The Whiskey Release page isn't the whole story
FWGS publishes a Whiskey Release page where they announce allocated bottles — the stuff that drops in batches and disappears in days. If you follow PA bourbon hunting at all, you know that page.
What you might not know: not every release lands on that page.
Sometimes a batch shows up as catalog entries — a SKU exists, an external code, an MSRP, sometimes even inventory at a few stores — without ever getting a Whiskey Release announcement. Allocations through different distribution channels, bonus drops to specific stores, single-barrel programs that bypass the official list. They're real drops; they just don't make the page.
We call these ghost drops.
How we catch them
Bottle Hunt PA polls the FWGS catalog directly — independent of the Whiskey Release page. When a new product appears in the catalog and there's no corresponding Whiskey Release entry within a few days, we flag it.
Then we filter. Most "ghost" candidates aren't actually ghost drops:
- Line extensions. A new size or proof variant of a brand we already saw drop recently.
- Rebrands. An existing product getting a new external code or a new label.
- Catalog noise. Wine, vodka, anything non-whiskey that slipped through our category filter.
The classifier downgrades these to medium or low confidence. Only high and medium confidence rows fire alerts. Low-confidence ones still appear on the ghost drops feed for hunters who like to browse.
What the confidence levels mean
- High. No recent drops for this brand, no fuzzy-match against existing SKUs, MSRP in the allocated range. Worth a drive.
- Medium. Looks like a possible line extension or there's some signal noise — could still be allocated, but check the inventory page before you commit. Email alerts include a callout; SMS doesn't (160-char budget).
- Low. Likely a rebrand, line extension, or catalog noise. Recorded on the ghost drops feed but doesn't fire alerts.
We tune the thresholds as the catalog moves. If the classifier starts missing real ghosts or flooding with false positives, we'll adjust.
Why this matters for you
The incumbent in the PA bourbon-hunting space (FWGS Alerts) only watches the Whiskey Release page. By design — that's their thing. But it means a hunter who relies on that service alone misses every allocation that bypasses the page.
We watch both. So you don't.
Resolved ghosts
When a Whiskey Release entry shows up later for a product we'd already flagged as ghost, we mark it resolved — with the timestamp. The historical record stays on the ghost drops feed so you can see the pattern: which brands tend to skip the page, how often.
The resolved badge means "FWGS confirmed this on their announcement page after we already caught it." That's the headline. Bottles you can buy, faster than the announcement.