TikTok Shop Reviewer Lead List - Buyers, Profiles & Emails

Turn any TikTok Shop product's reviews into a lead list of real, proven buyers. Paste your competitors' product URLs and get one row per reviewer with their TikTok username, profile link, the products they bought and reviewed, their star rating and review text. Switch on profile stats to add follower counts, bio, verified badge, link in bio, websites and any email address in the bio. No login and no TikTok account needed.

What you get

One row per unique reviewer:

• Who they are: TikTok username, display name, profile URL, user ID, avatar and country
• What they bought: the product(s) they reviewed, with product ID, title and URL. Someone who reviewed several of your input products appears once, with every review listed
• What they said: star rating, review text, review date, variant bought and verified-purchase flag, plus their review count and average rating across your products
• Profile stats and contact info (optional): followers, following, likes, video count, bio, verified badge, private-account flag, TikTok Shop seller and business account flags, link in bio, websites and emails found in the bio

Export to JSON, CSV, Excel or Google Sheets from the Dataset tab, or pull results through the Apify API.

Use cases

• Competitor customer lists: find the people already buying products like yours on TikTok Shop
• Win unhappy buyers: filter a competitor's 1-3 star reviews to find customers looking for something better
• Creator and affiliate outreach: spot reviewers with real followings who could promote your product
• Lookalike audiences and market research: learn who buys in your niche and what they care about
• Lead generation for DTC brands: build outreach lists of verified buyers in a product category

How to use

1. Paste one or more Product URLs (any tiktok.com/shop/pdp/... link, or just the numeric product ID), one per line
2. Set Max reviewers per product (default 100; set 0 for as many as possible)
3. Optionally set Minimum star rating / Maximum star rating, e.g. max 2 to find unhappy buyers
4. Turn on Add profile stats and contact info if you want followers, bio, links and emails
5. Run the actor. Reviewer leads appear in the Dataset tab

Getting more reviewers in a later run

Each run saves where it stopped for every product. After the run finishes, open the Key-value store tab → copy the NEXT_PAGE_ID value → paste it into Page ID on your next run, keeping the same product list. Each product continues from where it stopped. If NEXT_PAGE_ID is null, you've scanned every review.

Output example

{
  "userId": "6880250903724409862",
  "username": "wondering_wuhllabee",
  "nickname": "Jæ",
  "profileUrl": "https://www.tiktok.com/@wondering_wuhllabee",
  "avatarUrl": "https://p16-common-sign.tiktokcdn-us.com/...jpg",
  "country": "US",
  "productId": "1731578642912612516",
  "productTitle": "Cat nail clipper by potaroma adjustable sizes built in file safe for kittens cats",
  "productUrl": "https://www.tiktok.com/shop/pdp/1731578642912612516",
  "rating": 5,
  "reviewText": "These are the best nail clippers I've found for cats...",
  "reviewedAt": "2026-09-21T04:25:16.260Z",
  "isVerifiedPurchase": true,
  "reviewCount": 1,
  "averageRating": 5,
  "productIds": ["1731578642912612516"],
  "reviews": [{ "productId": "1731578642912612516", "rating": 5, "text": "...", "variant": null, "reviewedAt": "2026-09-21T04:25:16.260Z" }],
  "profileEnriched": true,
  "followers": 1698,
  "following": 412,
  "likes": 14000,
  "videos": 88,
  "bio": "Dog mom | collabs: hello@example.com",
  "verified": false,
  "isPrivate": false,
  "isTikTokShopSeller": false,
  "isBusinessAccount": false,
  "businessCategory": null,
  "bioLink": "https://linktr.ee/example",
  "websites": ["https://linktr.ee/example"],
  "emails": ["hello@example.com"],
  "email": "hello@example.com",
  "scrapedAt": "2026-10-19T07:47:10.038Z"
}

Without profile stats, the profile fields are null and profileEnriched is false. A run summary (reviewers found, reviews scanned and status per product) is saved as OUTPUT in the Key-value store.

Pricing

Pay per result. You only pay for what's delivered:

Event	When it's charged
product-scanned	Once per product whose reviews were opened, including products with no reviews or no reviews in your star range
reviewer	Once per reviewer row delivered to your dataset (no star filter)
filtered-reviewer	Once per reviewer row delivered when you set a star range. Finding matching reviewers means reading many more reviews, so it costs more than reviewer
profile-enriched	Once per reviewer whose profile stats were added (only when the option is on and the profile was found)

Anonymous reviews, deleted accounts and reviewers outside your star range are never charged as reviewers.

Good to know

• TikTok Shop lets buyers review anonymously. Those reviews (about 1 in 10) have no linked account, so they're skipped.
• Reviews come in TikTok Shop's own order (most relevant first), and most reviews are 4-5 stars. With a narrow star range on a highly rated product, the actor stops scanning a product early when very few reviews match, so you may get fewer reviewers than you asked for. Profile stats can likewise be skipped for some rows in a run that finds very few reviewers.
• Emails only appear when a reviewer put one in their bio. Most shoppers don't, so expect emails on a small share of rows.