TikTok Shop Winning Products Finder

TikTok Shop winning products finder that scans any niche and ranks products by sales velocity — not the vanity total. Every product comes with its 7-day and 30-day sold counts, 30-day GMV, and the number of creators and videos pushing it. A product with 20,000 lifetime sales at 159/week is fading; one at 6,000 growing 300/week is the wave to catch before everyone else sees it.

Features

• Velocity, not totals: ranked by sold7d, then sold30d — recent momentum beats lifetime volume.
• Creator signal: influencersCount, videosCount, and videosSales show who is pushing each product and how hard — the TikTok-specific edge no generic product tool has.
• Cross-run acceleration: schedule the Actor and every later run also measures soldPerDay since the last run, per product.
• Full product record: title, category, price range, GMV 30d, rating, review count, shop name and type, hot flag, free-shipping flag, direct product URL, search rank.
• Multi-niche: up to 5 keywords per run, 15 TikTok Shop markets (US, UK, EU, LATAM, Asia).
• Honest data: metrics TikTok does not expose are reported as null, never guessed.

Use cases

• Dropshippers & e-commerce sellers: source rising products before saturation — velocity is the earliest public signal.
• TikTok Shop sellers: track your niche's fastest movers weekly and adjust pricing/creative.
• Agencies & creators: find products worth making content for, with the shops selling them.
• Market analysts: watch category momentum across markets.

Input / Output

Input:

{
  "keywords": ["posture corrector"],
  "countryCode": "US",
  "productsPerKeyword": 20
}

Output — one dataset item per product, ranked by velocity:

{
  "title": "Adjustable posture corrector belt",
  "productUrl": "https://shop.tiktok.com/view/product/700001",
  "category": "Protective Gear",
  "priceMin": 17.84,
  "priceMax": 23.08,
  "soldCount": 6270,
  "sold7d": 300,
  "sold30d": 956,
  "gmv30d": 48000,
  "influencersCount": 257,
  "videosCount": 769,
  "rating": 4.6,
  "reviewCount": 1200,
  "isHot": true,
  "shopName": "Posture Aura",
  "rankInSearch": 1
}

A SUMMARY record reports products scanned, products with velocity data, and the current top product.

Pricing

Pay per event: a small fee per product analyzed. Under the hood the Actor runs the TikTok Shop search scraper (pratikdani/tiktok-shop-search-scraper, billed to your account at ~$15 per 1,000 results on the free tier — a 20-product niche scan costs ~$0.30 in scanning).

FAQ

Why is soldPerDay null on my first run? Velocity needs two measurements. The first run saves the baseline; schedule the Actor (daily or weekly) and every later run reports sold/day. That schedule IS the product — one-shot scrapers cannot measure velocity.

How is velocity computed? (current sold count − last run's sold count) / days between runs, per product. Products that temporarily drop out of search results keep their baseline, so velocity survives result churn.

Which markets are supported? US, UK, Germany, France, Spain, Italy, Mexico, Brazil, Japan, Singapore, Malaysia, Thailand, Philippines, Vietnam, Indonesia.

Is this legal? The Actor reads public TikTok Shop product listings via an established Apify scraper. No personal data is collected. You are responsible for how you use the data.