TikTok Shop Scraper — Price, GMV, Supplier, Velocity & Best Sellers [No Login]

Scrape TikTok Shop products and best-sellers in real time — no cookies, no login, no API key. Get the exact price, an estimated GMV/revenue, rating, reviews, units sold, variants/SKUs with live stock, images, seller and shipping — plus three things other TikTok Shop scrapers don't give you: the supplier's business name & address, live sales velocity (how fast it's selling right now), and a dropshipping profit & margin estimate. Ready-made result tabs let you jump straight to winning products, profit, suppliers or velocity.

Key Features

• Exact price — the real, unmasked price (competitors often return only a masked/approximate value)
• GMV / revenue estimate — estimated lifetime sales = exact price × total units sold
• 🏢 Supplier identity — the legal business name & address behind the shop (turn product research into supplier sourcing & lead gen). Unique to this actor
• 📈 Live sales velocity — units/day, revenue/day and a momentum tier (surging/hot/steady/slow) by comparing runs over time. The strongest "is it selling right now" signal
• 💰 Dropshipping profit — landed cost, suggested resale, profit per unit, gross-margin % and a viability flag — the "should I sell this?" answer
• Variants/SKUs with real stock — per-SKU available quantity, weight, dimensions, properties, plus variant options (size/color)
• 📦 Shipping & logistics — delivery time, package weight & dimensions, COD, shipping fee
• Rating, review count, total units sold; images gallery, specs, full description; seller name, ID & logo; discount %, original price, currency
• Hot-product score (0-100) + tier + reasons
• One-click result tabs — 🔥 Winning Products · 💰 Dropshipping Profit · 🏢 Suppliers & Leads · 📈 Sales Velocity · 📦 Shipping & Variants
• No cookies, no login, no API key — nothing to configure, nothing to expire
• Accepts product URLs or bare numeric IDs; automatic retry on temporary blocks

Input

{
  "productUrls": [
    "https://shop.tiktok.com/view/product/1729587769570529799",
    "https://www.tiktok.com/shop/pdp/1729587769570529799"
  ],
  "maxConcurrency": 5,
  "timeout": 60,
  "maxRetries": 3,
  "exactPrice": true
}

Field	Type	Description
productUrls	string[]	TikTok Shop product URLs or bare numeric IDs
trending	bool	Scrape the best-sellers ranking (no URL needed). Default false
trendingLimit	int	Max trending products (0 = all)
exactPrice	bool	Fetch exact price + compute GMV estimate (default true)
trackSalesVelocity	bool	Track how fast each product sells between runs (default true)
maxConcurrency	int	Parallel requests (default 5)
timeout	int	Seconds per product (default 60)
maxRetries	int	Retries on temporary blocks (default 3)

Output (abridged)

{
  "success": true,
  "productId": "1729587769570529799",
  "title": "3 Bottles of Goli Ashwagandha & Vitamin D Gummy...",
  "soldCount": 856480,
  "rating": 4.7,
  "reviewCount": 71059,
  "currency": "USD",
  "price": 44.98,
  "originalPrice": 74.94,
  "discountPercent": "40%",
  "priceMasked": false,
  "gmvEstimate": 38709563.1,
  "shopName": "Goli Nutrition",
  "sellerId": "7495794203056835079",
  "images": ["https://..."],
  "skus": [{ "skuId": "...", "skuName": "ASW03", "stock": 245755, "weight": "2.52" }],
  "variantCount": 1,
  "totalStock": 245755,
  "freeShipping": true,
  "shippingFee": "0",
  "hotProductScore": 85,
  "hotProductTier": "scorching",
  "scoreReasons": ["856,480 sold — proven bestseller", "4.7★ excellent rating", "71,059 reviews — high trust"]
}

Trending / best-sellers mode

Set trending: true (no product URL needed) to scrape TikTok Shop's live best-sellers ranking — the top viral products with rank, exact price, units sold, rating, seller, estimated GMV and hot-product score. One run surfaces today's winning products for dropshipping and trend research.

{ "trending": true, "trendingLimit": 30 }

Example output row:

{ "rank": 1, "title": "Toplux Magnesium Complex...", "price": 15.97, "originalPrice": 49.97,
  "discountPercent": "68%", "soldCount": 1800000, "rating": 4.6, "shopName": "Toplux Nutrition",
  "gmvEstimate": 28746000, "hotProductScore": 57, "productUrl": "https://shop.tiktok.com/view/product/..." }

Exact price & GMV estimate

With exactPrice enabled (default), each product returns the real price, originalPrice and a gmvEstimate (exact price × total units sold — an approximate lifetime revenue). If the price can't be resolved for a product, the item is still returned with priceMasked: true so nothing is lost.

Use Cases

• GMV / revenue intelligence — estimate a product's or seller's lifetime sales for competitive research (agencies pay for this)
• Dropshipping research — surface validated bestsellers by hot-product score and sold volume
• Inventory/variant intelligence — per-SKU stock and weights
• Competitor & trend analysis — exact price, ratings, reviews, sales velocity
• Seller benchmarking — shop and shipping signals
• Building TikTok Shop product databases

Pricing

• $0.003 per product ($3 per 1,000). Only successful scrapes are charged.

Notes

• Works out of the box — no proxy or key setup required.
• Only public product data is extracted.