🔎 Category

Case studies

Shopping-adjacent, and not a live aisle. These are retrospectives: how a product that already happened would have shown up in the early-signal method. We did not cover them at the time, and the pages say so.

Retrospectives

All trends →

Hindsight is flattering. A sell-out you can date afterwards is a lesson, not a claim that this site called it.

Case study
Shop window hung with Labubu plush charms

Labubu: anatomy of a collectible craze

Collector scarcity on the Exciting Macaron charm, then minute-long restocks after Lisa’s April 2024 posts. The 2025 celebrity photos are the late part.

Case study · retrospective

signal 5/5 · historical
Toys & CollectiblesRetrospective
Case study
air up bottle with lemon and peach scent-pod pouches

air up: when the sell-out would have lit

The first 80,000 starter sets were gone in about six to eight weeks in 2019. US TikTok write-ups and Hollywood investor names are a 2022 story.

Case study · retrospective

signal 5/5 · historical
Food & DrinkRetrospective

Where to buy

Case study
Schylling NeeDoh Nice Ice Baby squishy cube in its box

NeeDoh: the pick we made too late

Viral on TikTok in January 2026, sold out nationwide by spring, Aldi lines in October. We called it early in November. A reader corrected us.

Case study · mainstream – not an early pick

Toys & CollectiblesMainstream – not an early pick

Where to buy

What early signals look like here

A case study is a backtest. We ask which detector would have lit first, using only sources we can link. One signal is a story. Two that agree are a lesson.

Signal / sourceWhat we look for
Specialty sell-out and restockA first batch or a restock gone, a shop queue, a purchase limit. Often before a celebrity post.
Crowdfunding, plus a second signalA blowout on Kickstarter or a sibling site. A pledge total alone does not count. We want a ship, a reorder, or a real retailer afterwards.
Drop-miss communitiesPeople writing that they missed the drop, not only that they liked the ad.
Five-second wowA clip that explains the trick in one breath. A format score. Not demand by itself.
The late orderCelebrity, then a TikTok compilation, then Google Trends, then resale. Useful as a contrast. Usually late.

Watch out: Hindsight makes every sell-out look obvious. These pages are lessons. They are not a scoreboard of calls we made.

The general method is explained in How we spot trends.

Follow / Subscribe

This shelf has its own free RSS feed, for new retrospectives. Email alerts are not available yet; we don’t collect addresses.