TikTok Shop Scraper — Exact Price, GMV, Best Sellers & Sales [No Cookies]

Scrape TikTok Shop products and best-sellers in real time — no cookies, no login. Get the exact price, an estimated GMV/revenue (price × units sold), rating, review count, units sold, variants/SKUs with live stock, images, seller and shipping — plus a 0-100 hot-product score. Includes a trending / best-sellers mode to find winning products for dropshipping and competitive research. Live data, not cached.

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. The data product researchers and agencies pay for
• No cookies, no login — nothing to configure, nothing to expire
• Variants/SKUs with real stock — per-SKU available quantity, weight, dimensions, properties
• Rating, review count, total units sold (sales velocity)
• Images gallery, product specifications, full description
• Seller name & ID, shop logo
• Shipping — free-shipping flag, fee, delivery name
• Discount %, original price and currency
• Hot-product score (0-100) + tier + reasons (sold volume × rating × reviews × shipping)
• Accepts product URLs or bare numeric IDs; per-product retry with a fresh IP

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)
maxConcurrency	int	Parallel requests (default 5)
timeout	int	Seconds per product (default 60)
maxRetries	int	Retries with fresh IP on block (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

• US TikTok Shop products; residential US proxy used automatically.
• Only public product data is extracted.