Whatnot Seller Tracker for Top Sellers and Sales

Track sellers on Whatnot, the live shopping marketplace. Get the top sellers of any category from Whatnot's own seller leaderboard, or the sellers you choose, and see how they grow from one run to the next. For each seller you get:

• Rank on Whatnot's leaderboard for the category, this week or today.
• Items sold: Whatnot's exact lifetime count (the profile shows "2.8K Sold", you get 2,832).
• Change since your last check: items sold since then, sold per day, followers gained and places moved on the leaderboard.
• Profile: followers, rating, number of reviews, average shipping days, Premier Shop status, badges (such as Verified Brand), bio, and the websites and Instagram, TikTok or YouTube handles written in the bio.
• Next show: when the seller goes live next, what the show is called and how many shows are scheduled.

Optional tables: each seller's shows (live and upcoming, with viewers, format and tags), reviews (ratings and text) and shop listings (asking prices). Eight marketplaces: United States, Canada, United Kingdom, Germany, France, Belgium, Netherlands and Australia. No login.

$3 per 1,000 seller rows; shows, reviews and shop listings $1 per 1,000 (10 to 20% less on paid Apify plans). No start fee. Sellers that are not found are not charged. Maintained by CleanScrape.

Watch the walkthrough

Let's use the top 50 Pokémon card sellers as an example: two checks a day apart, with each seller's items sold since the last check, sales per day, new followers and rank change. Use your own category or sellers for another market.

Quick start

1. Under Categories (top sellers), type a Whatnot category, such as Pokémon Cards, Sports Cards or Sneakers & Shoes. Or paste seller usernames or profile links under Sellers.
2. Pick the Marketplace and how many Top sellers per category you want (Whatnot ranks up to about 500).
3. Click Start. The Sellers table lists each seller with rank, items sold, followers, rating and next show.
4. Run it again tomorrow, or schedule it: the change columns then show what each seller sold and gained since the last run.

Input for the API or a scheduled task:

{
  "categories": ["Pokémon Cards", "Sports Cards"],
  "sellers": ["pokeretreat", "https://www.whatnot.com/user/spacenarwhalz"],
  "marketplace": "us",
  "leaderboardPeriod": "week",
  "topSellers": 100,
  "includeShows": true,
  "maxShowsPerSeller": 0,
  "maxReviewsPerSeller": 0,
  "maxShopListingsPerSeller": 0
}

Choose a ready-to-run example

Each example opens with its input filled in. Change it and run.

Example	What it does
Find the top Pokémon card sellers on Whatnot	The 100 best-selling Pokémon card sellers on Whatnot this week, with items sold, followers, rating and next show. Run again to see what changed.
Find the top sports card sellers on Whatnot	Today's 100 best-selling sports card sellers on Whatnot, with lifetime items sold, followers, rating, shipping time and next show.
List the top fashion and sneaker sellers on Whatnot	The top 50 sellers in Women's Fashion and in Sneakers & Shoes, with websites and Instagram handles from their bios. For outreach.
Track Whatnot sellers daily: items sold and followers	Check chosen sellers every day: items sold since the last run, sold per day, followers gained and next show. Schedule it daily.
Find the top Pokémon card sellers on Whatnot UK	The 50 best-selling Pokémon card sellers on Whatnot's UK marketplace this week, with items sold, followers, rating and next show.
Export Whatnot seller reviews and shop listings	Profile, latest 100 reviews and up to 100 shop listings with prices for each seller you list. Reviews and listings are in their own tables.

Use it from the API

from apify_client import ApifyClient

client = ApifyClient("YOUR_TOKEN")
run = client.actor("cleanscrape/whatnot-seller-tracker").call(run_input={
    "categories": ["Pokémon Cards"],
    "topSellers": 100,
    "marketplace": "us",
})
for seller in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(seller["rank"], seller["username"], seller["soldCount"], seller["soldPerDay"], seller["nextShowAt"])

# Shows, reviews and shop listings are in their own datasets:
shows = client.dataset(run["storageIds"]["datasets"]["shows"]).list_items().items

What you get

Sellers (main table)

Column	What it is
rank	Place on Whatnot's leaderboard for the category and period (1 = top). Empty for sellers you listed yourself.
username, displayName, profileUrl	Who the seller is.
category, leaderboardPeriod, marketplace	Which leaderboard and marketplace the row comes from.
soldCount	Items the seller has sold on Whatnot in total, as Whatnot counts them.
followerCount, followingCount	Followers and accounts followed.
rating, reviewCount, averageShipDays	Seller rating (0–5), number of reviews, average shipping days.
isPremierShop, badges, isLiveNow	Status marks shown on the profile. isVerifiedSeller is Whatnot's own flag as returned; in October 2026 it was false for every seller checked, so use badges ("Verified Brand").
bio, bioLinks, instagram, tiktok, youtube	Profile text, websites in it, and social handles named in it.
soldSinceLastCheck, soldPerDay	Change in items sold since your previous check of this seller, and the same scaled to 24 hours.
followersChange, previousRank, rankChange	Followers gained or lost; rank before and places moved (positive = up).
previousCheckAt, hoursSinceLastCheck	When the earlier check was.
nextShowAt, nextShowTitle, upcomingShows	The seller's next scheduled show, and the number on the profile's Upcoming Shows tab (a show that is live now included).
sellerId, checkedAt, foundBy	Whatnot's seller id, when this run read the data, and which input found it.

A seller found in two categories gets one row per category, each with its own rank. Categories can be broad (Trading Card Games, Sports Cards) or narrow (Pokémon Cards, Sneakers, Funko); each has its own leaderboard. A name that is not exactly Whatnot's is matched to the closest category, and the run message names the match and the other candidates.

Shows

With Shows per seller (table) above 0, each seller's live and upcoming shows, soonest first (Whatnot does not show ended shows without login): title, status (live, upcoming), startTime, endTime, viewers (when live), showFormat (Singles, Breaks, Surprise Sets…), categories, tags, shipsFrom, showUrl, thumbnailUrl.

Reviews

rating, overallRating, shippingRating, packagingRating, accuracyRating, text, sellerResponse, reviewedAt and the reviewer's username.

Shop listings

What the seller has for sale: title, price, currency, format (Buy It Now or auction), quantity, category, createdAt, url.

Tracking sellers over time

Compare with my previous run is on by default. Each run remembers every seller it checked (in a storage in your own Apify account), and the next run that checks the same seller in the same marketplace fills the change columns. Sellers seen for the first time have empty change columns, never zero.

Schedule a task daily (Schedules > Create new) to build a time series: export the runs and you have items sold per day, follower growth and rank per seller. Use History name to keep separate histories, for example one per client.

Whatnot refreshes a seller's items-sold and follower counts periodically, not live: in our tests they did not change within an hour while the sellers were selling live. Compare checks at least a day apart; daily runs give the most reliable sold-per-day figures. The leaderboard rank reflects Whatnot's own current ranking.

What is not available

• Sold prices and what each item sold for. Whatnot shows sold items only to logged-in users, and this Actor never logs in. Items sold is a count, not revenue.
• The sales behind the leaderboard. Whatnot shows the order of sellers, not their numbers; the rank is that order.
• Video, chat and buyer details.

Marketplaces

Whatnot shows different sellers, leaderboards and prices per country. Pick the marketplace; the Actor reads Whatnot from that country. United States uses a datacenter connection; the others use a residential connection in that country, which is included in the price.

Marketplace	Notes
United States	Also what visitors from Japan, New Zealand and most other countries see.
Canada	Smaller leaderboards (about 300 sellers per category).
United Kingdom	Also what Ireland, Spain and Italy see.
Germany	Also what Austria sees.
France, Belgium, Netherlands, Australia	Each has its own leaderboards.

Pricing

Pay per row saved. On the Free plan:

Event	Price per 1,000	Bronze	Silver	Gold and above
Seller row	$3.00	$2.70	$2.55	$2.40
Show, review or shop listing	$1.00	$0.90	$0.85	$0.80

Examples measured on real runs (Free plan prices):

Run	Rows	Cost
Top 50 sellers in one category (the default)	50 sellers	$0.15
Top 500 sellers in one category	500 sellers	$1.50
Top 30 sellers in 5 categories, with 5 shows each	150 sellers, about 670 shows	$1.12
3 sellers with 20 reviews and their shop (up to 20 listings each)	3 sellers, 60 reviews, 33 listings	$0.10
100 sellers checked daily for 30 days	3,000 seller rows	$9.00

No start fee. Sellers that are not found, and anything beyond your spending limit, are not charged. The next show and the change columns are included in the seller price.

Speed and settings

The top 50 sellers of a category take about 20 seconds; 500 sellers about 2.5 minutes (measured). Reviews and shop listings add a few seconds per seller. Memory: 512 MB (the default) is plenty. The run stops cleanly before its timeout and keeps everything it saved; set Maximum cost per run to cap spending.

Run report

Each run saves a readable summary (Output tab > Run summary) and the same as JSON (SUMMARY): every category and seller you entered with its outcome, how many sellers Whatnot ranks, and notes such as a category name that was matched to Whatnot's name for it.

Use it from an AI agent

This Actor works as a tool in Claude, Cursor and other AI assistants that support MCP, through Apify's MCP server. Add this server and sign in with your Apify account when asked:

https://mcp.apify.com?tools=cleanscrape/whatnot-seller-tracker

Then ask in plain words, for example: "Who are the top 20 Pokémon card sellers on Whatnot this week, and when are their next shows?" The price per result is the same as in Console.

Common questions

Is there an official Whatnot API?

Whatnot's Seller API is for managing your own products and orders (a developer preview that is not taking new applicants). It does not cover other sellers or the leaderboards. This Actor reads the public seller pages and leaderboards.

How do I find the best-selling Whatnot sellers in a category?

Type the category under Categories and set Top sellers per category. The rows come in Whatnot's own leaderboard order for this week (or today); a seller that took longer to read can land a place or two later, and the rank column is always exact.

How are "sold per day" and "sold since last check" calculated?

From Whatnot's lifetime items-sold count: the difference between this check and your previous check of the same seller, scaled to 24 hours for sold per day. Checks less than an hour apart leave sold per day empty.

Can I see what items sold for?

No. Whatnot shows sold prices only to logged-in users. For asking prices of items for sale, turn on Shop listings per seller, or use the Whatnot Scraper to search listings.

How do I export the sellers to Excel or CSV?

Open the run's Output or Storage tab and click Export. Pick Excel, CSV or JSON. Shows, reviews and shop listings export from Storage > Dataset.

Is it legal to scrape Whatnot?

The Actor reads public pages that anyone can open without an account, at a gentle pace. Seller profiles are business profiles; reviews include buyers' usernames, so check the rules that apply to how you use personal data, and Whatnot's terms for your use case.

More tools from CleanScrape

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• Whatnot Scraper: Whatnot listings with prices and live shows by keyword or category
• TikTok Shop Product Scraper: US TikTok Shop prices, sellers and ratings
• Bilibili Scraper: Bilibili videos, danmaku, comments and creators
• App Store & Google Play Reviews Scraper: reviews from both app stores in one table
• Google Trends Scraper API: search interest over time, by region, related queries and trending searches
• Map Your Show Exhibitor Scraper API: trade show exhibitor lists and booth changes
• Shopify Product Reviews Scraper API: Judge.me and Okendo reviews from Shopify product links
• Google News Scraper API: headlines from Google News and publisher feeds
• Google Jobs Scraper: job listings with salaries and apply links
• Pinterest Scraper API: pins from searches, boards and profiles
• Google Hotels Scraper API: hotel prices and booking offers for your dates
• Threads Scraper API: public Threads posts from accounts or post links
• Likee Scraper API: Likee videos and comments
• Tennis Scraper API: tennis results, statistics, point-by-point and head-to-head

Support

Questions, a missing field or a seller that does not work as expected: open an issue on the Actor's Issues tab or write to contact.cleanscrape@gmail.com.

This Actor is an independent tool. It is not affiliated with, endorsed by or sponsored by Whatnot.