Catalog / Digital Exhaust / Data feed
Digital Exhaust · daily ban:high tC

TikTok hashtag view-count tracker for micro-brand trends

total view count per niche branded/product hashtag (not top trending, but small DTC brand tags)

Feed detail
Measures
total view count per niche branded/product hashtag (not top trending, but small DTC brand tags)
Source
TikTok's public hashtag page metadata (no free official API for counts; requires scraping the discover page's embedded JSON)
Access
scrape-hostile
Cadence
dailyupdates once a day
Thesis
a small DTC brand's hashtag view-count acceleration precedes a sales surge that shows up 4-8 weeks later in retailer sell-through or the brand's earnings
Maps to
small-cap DTC consumer brands and their public retail partners
Crowdedness
contested
Tier
tC
Ban-risk
ban:high
Where this stands

This is a catalogued data feed with a research idea attached, not a validated edge. Being listed here means it has a specific source and a one-sentence causal mechanism mapped to what it should move — it doesn’t mean it has cleared the five-stage validation gate (point-in-time hygiene, out-of-sample holdout, multiple-testing correction, and the portfolio-layer backstop). As of today, every score on this site is prior-only; zero signals in the catalog have been promoted to “measured” status. See the methodology page for the full validation process and current counts.

Browse the rest of Digital ExhaustApp-store rankings, job postings, web traffic, and other byproducts of running a business — the exhaust that leaks intent early.