TikTok Shop Scraper — Extract Products, Reviews, Stores, and Creator Profiles

Scrape TikTok Shop product listings, detailed product pages, customer reviews, store analytics with GMV estimation, category pages, and creator profiles — all from one Actor. Get pricing, variants, seller scores, ratings breakdown, and sales volume data with 6 scrape modes and full pagination support.

Pricing

Plan	Price	Best For	Link
Pay per result	$2 / 1,000 results	One-time research, small batches	TikTok Shop Scraper Usage
Monthly subscription	$20 / month	Regular monitoring, unlimited usage	TikTok Shop Scraper

Both plans have identical functionality — choose the one that fits your workflow.

Key Features

• Product search — search TikTok Shop by keyword with sorting by relevance, best sellers, or price
• Full product details — variants, pricing, images, videos, specs, brand info, shipping, and complete seller data
• Customer reviews extractor — paginated reviews with star rating filter, verified purchase filter, and media filter
• Store analytics with GMV — store info, all products, follower count, ratings, sub-scores, and estimated gross merchandise value
• Category scraper — scrape entire TikTok Shop category pages with full pagination
• Creator profiles — TikTok creator data: followers, likes, video count, commerce status, and seller flag
• Parallel processing — up to 20 queries processed concurrently for maximum speed
• Auto-retry with backoff — 3 retries with exponential backoff (2s, 5s, 10s) on connection errors
• No headless browser — uses browser TLS fingerprint impersonation for fast, lightweight scraping
• Multi-layer price extraction — promotion price → min price → base price fallback chain

What Data You Get

Product search / category results

Field	Description
productId	Unique product identifier
title	Product title
productUrl	Direct link to the product page
currentPrice	Current selling price
originalPrice	Original price before discount
discountPercent	Discount percentage
salesVolume	Total units sold
rating	Average product rating
reviewCount	Number of customer reviews
sellerName	Seller/store name
imageUrls	Product image URLs
tags	Tags like "Best Seller", "Free Shipping"
searchRank	Position in search/category results

Product detail fields

Field	Description
description	Full product description
category	Product category path (e.g. "Home & Kitchen > Water Bottles")
variants	Array of variants with individual prices, stock status, and images
maxPrice	Highest variant price
soldLast30Days	Units sold in the last 30 days
globalSold	Total global units sold
brand	Brand ID and name
specifications	Product specs (Material, Size, Weight, etc.)
sellingPoints	Promotional highlights
videoUrls	Product video URLs
shippingInfo	Fulfillment method and free shipping flag

Seller data (embedded in product details)

Field	Description
sellerId	Seller identifier
shopUrl	Store page URL
shopRating	Store rating (out of 5)
shopFollowers	Store follower count
shopTotalSold	Total units sold by the store
shopOnSaleProducts	Number of active products
shopReviewCount	Total store reviews
experienceScores	Positive feedback %, ships within 48h %
storeSubScores	Product Quality, Logistics Speed, Service Quality scores
shopIdentityLabel	Store badge (e.g. "OFFICIAL SHOP")

Review fields

Field	Description
reviewId	Review identifier
rating	Star rating (1–5)
text	Review text
date	Review timestamp
isVerifiedPurchase	Verified purchase flag
isIncentivizedReview	Incentivized review flag
imageUrls	Review images
variant	Product variant purchased
country	Reviewer country
ratingsBreakdown	Stars distribution: count per star (1–5) and overall score

Store analytics

Field	Description
shopName	Store name
region	Store region
shopRating	Overall store rating
soldCount	Total units sold
reviewCount	Total store reviews
onSaleProductCount	Active product count
followersCount	Follower count
estimatedGmv	Estimated gross merchandise value with per-product breakdown
products	Full list of store products

Creator profile

Field	Description
username	TikTok username
nickname	Display name
bio	Creator bio
followerCount	Number of followers
likeCount	Total likes
videoCount	Number of videos
isSeller	Whether creator has a TikTok Shop
isCommerceUser	Commerce account flag
commerceCategory	Commerce category (e.g. "Health & Wellness")

Use Cases

• Product research — find trending products on TikTok Shop, compare prices across sellers, and track bestseller rankings
• Seller and store analytics — evaluate store performance, GMV estimation, seller quality scores, and product catalog size
• Review analysis — collect customer reviews for sentiment analysis, product feedback monitoring, and quality assessment
• Market intelligence — track category trends, pricing patterns, discount strategies, and bestseller movements on TikTok Shop
• Creator discovery — find TikTok Shop creators and influencers by commerce status, follower count, and niche for partnership opportunities
• Competitor monitoring — track competitor products, pricing changes, review scores, and sales volume over time
• Dropshipping research — identify high-demand, well-reviewed products with consistent sales volume for sourcing decisions

How It Works

1. Choose a scrape type — search, product, reviews, store, category, or creator
2. Provide queries — keywords for search, product/store/category URLs, or creator usernames
3. Actor fetches data — up to 20 queries processed in parallel using browser TLS fingerprinting (no headless browser needed)
4. Download results — structured JSON output in the Apify dataset, exportable as JSON, CSV, or Excel

Input Parameters

Parameter	Type	Default	Description
scrapeType	String	search	One of: search, product, category, store, creator, reviews
queries	String[]	—	Inputs matching the selected scrape type (see table below)
maxItems	Integer	50	Max items per query (0 = unlimited)
sortBy	String	relevance	Search sort: relevance, best_sellers, price_asc, price_desc
includeReviews	Boolean	false	Fetch reviews with product details
maxReviews	Integer	30	Max reviews per product (0 = all)
reviewsSortBy	String	recommended	Reviews sort: recommended, recent
reviewsFilterType	String	all	Reviews filter: all, verified, with_media
reviewsStarRating	Integer	0	Filter by star rating: 0 = all, 1–5 = specific
proxyConfiguration	Object	Residential US	Proxy settings

What to put in queries

Scrape Type	Input Format	Example
search	Keywords	iphone case
product	Product URL	https://shop.tiktok.com/us/pdp/product-name/1234567890
category	Category URL	https://shop.tiktok.com/us/c/beauty-personal-care/601450
store	Store URL	https://shop.tiktok.com/us/store/shop-name/1234567890
creator	Username (without @)	hydrojug
reviews	Product URL	https://shop.tiktok.com/us/pdp/product-name/1234567890

Product URLs from www.tiktok.com/shop/pdp/... are also supported and auto-converted.

Example input

{
    "scrapeType": "search",
    "queries": ["iphone case", "water bottle", "led lights"],
    "maxItems": 100,
    "sortBy": "best_sellers"
}

Output Example

Product search result

{
    "type": "product_card",
    "productId": "1729595536444134138",
    "title": "HydroJug Sport 32oz Portable Water Bottle",
    "productUrl": "https://shop.tiktok.com/us/pdp/hydrojug-sport-32oz/1729595536444134138",
    "currentPrice": "24.99",
    "originalPrice": "29.99",
    "discountPercent": "-17%",
    "salesVolume": 5200,
    "rating": 4.8,
    "reviewCount": "342",
    "sellerName": "HydroJug",
    "imageUrls": ["https://..."],
    "tags": ["Best Seller", "Free Shipping"],
    "searchRank": 1,
    "query": "water bottle"
}

Product detail with reviews

{
    "type": "product",
    "productId": "1729595536444134138",
    "title": "HydroJug Sport 32oz Portable Water Bottle",
    "currentPrice": "24.99",
    "originalPrice": "29.99",
    "variants": [
        { "name": "Blue", "price": "24.99", "stockStatus": "in_stock" }
    ],
    "salesVolume": "5.2K",
    "soldLast30Days": "320",
    "rating": 4.8,
    "reviewCount": "342",
    "shopRating": "4.9",
    "shopFollowers": "194625",
    "storeSubScores": {
        "Product Quality": { "percentage": "95" },
        "Logistics Speed": { "percentage": "70" },
        "Service Quality": { "percentage": "96" }
    },
    "reviews": [
        {
            "rating": 5,
            "text": "Great quality bottle!",
            "isVerifiedPurchase": true,
            "variant": "Blue",
            "country": "US"
        }
    ],
    "ratingsBreakdown": {
        "totalCount": 342,
        "overallScore": 4.8,
        "stars": { "1": 5, "2": 3, "3": 12, "4": 45, "5": 277 }
    }
}

Proxy Requirements

Residential US proxy is required. TikTok Shop blocks datacenter IPs and non-US traffic.

• Apify Residential Proxy (recommended) — select RESIDENTIAL group with US country
• Custom proxy — must be a rotating residential US proxy (IPRoyal, Smartproxy, BrightData, etc.)

Each query gets a fresh proxy IP automatically. All requests within one query share the same IP to maintain TikTok's cookie-to-IP binding.

Limitations

• US region only — TikTok Shop is primarily available in the US (UK and SEA support planned)
• Captcha — may appear on some proxy IPs; the Actor auto-retries with a new session/IP (up to 3 times). Simply re-run if it persists
• Dynamic pricing — TikTok shows different prices per session (promo codes, A/B tests); the scraper returns the server-side price for your proxy session

FAQ

What types of TikTok Shop data can I scrape? Six types: product search results, full product details, customer reviews, store analytics with GMV, category listings, and creator profiles.

How many products can I scrape per run? No hard limit. Set maxItems per query and run multiple queries in parallel. A typical run with 5 queries × 100 items = 500 product cards.

Does the TikTok Shop scraper collect seller data? Yes. Product detail pages include full seller data: store rating, follower count, total sales, quality scores, shipping metrics, and store badge.

Can I filter reviews by star rating or verified purchases? Yes. Use reviewsStarRating (1–5), reviewsFilterType (verified, with_media), and reviewsSortBy (recommended, recent) to narrow down reviews.

Does it estimate store GMV? Yes. Store analytics include estimated gross merchandise value calculated from product prices and sold counts, with a per-product GMV breakdown.

Why does TikTok Shop show different prices each time? TikTok uses dynamic pricing with promo codes and A/B testing per session. The scraper captures the server-side price for your specific proxy session.

What's the difference between the monthly and pay-per-use plans? Identical functionality. Monthly ($20/mo) is better for regular monitoring; pay-per-use ($2/1k results) is better for occasional scraping.

Having issues? Help me fix them faster

If you experience any problems, please share your run data with me so I can debug and improve the Actor:

1. Go to Apify Security Settings
2. Find "Share run data with developers"
3. In the "Manage list of Actors" section, check this Actor (or All Actors)
4. Save

This data is used only for debugging and helps me resolve issues much faster. Thank you!

Support

Questions, bug reports, or feature requests: afrcanec@gmail.com

🏷️ Tags

TikTok Shop Scraper, TikTok Shop API, TikTok Product Scraper, TikTok Shop Data Extractor, Product Reviews Extractor, Store Analytics TikTok, TikTok Seller Data, GMV Estimation Tool, TikTok Creator Profiles, Product Price Tracker, E-commerce Scraper, TikTok Shop Category Scraper, Sales Volume Tracker, Product Ratings Extractor, Dropshipping Research Tool, Competitor Product Analysis, TikTok Influencer Finder, How to Scrape TikTok Shop, Extract TikTok Shop Data, E-commerce Market Research, TikTok Product Research, Bestseller Tracker, Product Variant Extractor, TikTok Shop Reviews, Social Commerce Data, E-commerce Analytics, TikTok Shop Trends, Seller Performance Analytics, TikTok Shop Price Comparison, Product Discovery Tool