Coupang Review Scraper

Coupang Review Scraper (쿠팡) - Ratings, Text & Photos

Scrape customer reviews from Coupang.com Korea product pages by URL or bare product ID. Get review text, star rating, title, helpful counts, reviewer photos and videos, and Coupang's own rating breakdown — filterable by star rating, keyword, or photos/videos only.

Paste a Coupang product URL or bare product ID and get its reviews back: text, rating, helpful count, reviewer photos/videos, and a rating-distribution summary — one row per review.

ParseBird Coupang Suite   •  Korea's largest marketplace
Coupang Product Detail Scraper Full pages by URL/ID: option matrix, specs	Coupang Search Scraper Keyword search + optional detail
Coupang Korea Product Scraper Search + category + product URLs, monitoring	Coupang Review Scraper You are here

Copy to your AI assistant

Copy this block into ChatGPT, Claude, Cursor, or any LLM to start using this actor.

parsebird/coupang-review-scraper on Apify. Scrapes customer reviews from Coupang.com (Korea) product pages by URL or ID. Call: ApifyClient("TOKEN").actor("parsebird/coupang-review-scraper").call(run_input={...}), then client.dataset(run["defaultDatasetId"]).list_items().items. Inputs: productUrls (array, required — Coupang product URLs like https://www.coupang.com/vp/products/6135671310, or bare numeric product IDs), maxReviewsPerProduct (int, optional, default 1 — capped at 3,000/product), sort ("newest"|"best", default "newest"), starRatings (array of "1".."5", optional — ignored when keyword is set), keyword (string, optional — text match on review title/content, takes precedence over starRatings), photosVideosOnly (bool, default false), sameOptionOnly (bool, default false — keep only reviews for the itemId/vendorItemId in the input URL). Output: one summary row per product (productId, url, reviewTotalCount, ratingSummary{ratingCount,ratingAverage,ratingSummaries[{rating,count,percentage}]}, attachedImageSummary{count}, attachedVideoSummary{count}) followed by one row per review (reviewId, rating, title, content, reviewedAt, createdAt, helpfulCount/helpfulTrueCount/helpfulFalseCount, commentCount, itemName, itemImagePath, vendorName, reviewerName, reviewerEmail (masked by Coupang), displayWriter, displayName, isMyReview, isAdventurerReview, reviewerRank, reviewerBadges, vine, incentive, surveyAnswers, attachments, videoAttachments, hasPhoto, hasVideo, reviewerDisplayImage, url). Requires Apify Proxy "Unblocker" group (default). Full spec: GET https://api.apify.com/v2/acts/parsebird~coupang-review-scraper (Bearer TOKEN). Token: https://console.apify.com/account/integrations

What is Coupang Review Scraper?

Coupang Review Scraper turns a list of Coupang.com product URLs or IDs into structured customer review data. Coupang has no public review API, so this Actor is the practical Coupang review API alternative for pulling review text, ratings, and reviewer photos/videos into JSON, CSV, or Excel.

Give it product URLs (https://www.coupang.com/vp/products/6135671310) or bare product IDs (6135671310) and get every review back: star rating, title and text, helpful vote counts, reviewer photos/videos, and Coupang's own rating-distribution summary. No coding required, or drive it through the Apify API for ongoing review monitoring.

What can Coupang Review Scraper do?

• 🔗 URL or ID input — mix full product URLs and bare numeric IDs in one list
• ⭐ Full rating breakdown — Coupang's own 1–5 star distribution (count and percentage per star) as a summary row
• 📝 Review text & metadata — title, content, star rating, helpful counts, purchased item name/image, and the seller name
• 📸 Photo/video filter — pull only reviews that include reviewer photos or videos, or just tag them via hasPhoto/hasVideo
• 🔍 Keyword & star filters — narrow to reviews mentioning a term, or to specific star ratings
• 🔃 Sort by newest or best — Coupang's own newest-first or best (default) ranking
• 🎯 Exact option filter — keep only reviews for the colour/size/seller option in your URL (itemId/vendorItemId)
• 🔄 Scheduling & integrations — run on a schedule and push to Google Sheets, Zapier, Make, or webhooks

What data can you extract from Coupang reviews?

Summary row (one per product, not charged)

Field	Description
productId / url	Product identifier and canonical URL
reviewTotalCount	Total number of reviews Coupang reports for the product
ratingSummary	{ratingCount, ratingAverage, ratingSummaries: [{rating, count, percentage}]} — the full 1–5 star breakdown
attachedImageSummary / attachedVideoSummary	{count} — total reviewer photos / videos Coupang reports for the product

Review row (one per review, charged)

Field	Description
reviewId	Coupang's review identifier
rating	Star rating, 1–5
title / content	Review title and body text
reviewedAt / createdAt	ISO timestamps
helpfulCount / helpfulTrueCount / helpfulFalseCount	Helpful-vote counts
itemName / itemImagePath	The specific item/variant the review was left on
vendorName	Seller name
reviewerName / reviewerEmail	Masked reviewer identity, as Coupang displays it (e.g. 김*민, kjm****@nate.com)
attachments / videoAttachments	Reviewer-uploaded photo/video URLs
hasPhoto / hasVideo	Convenience booleans derived from the above
surveyAnswers	Coupang's short post-purchase survey answers (e.g. taste satisfaction, sweetness), when present
reviewerBadges / reviewerRank / isAdventurerReview / vine / incentive	Reviewer badges/program flags Coupang attaches to some reviews
url	Canonical product URL

Fields are passed through as Coupang's own API returns them: reviewerEmail and reviewerName are already masked by Coupang, not by this Actor, and a field a review doesn't have (e.g. surveyAnswers) comes back empty rather than omitted.

How to scrape Coupang reviews

1. On Coupang.com, open the product you want and copy the URL — or note the numeric product ID from it
2. Open the Coupang Review Scraper on Apify and click Try for free
3. Paste your URLs or IDs into Product URLs or IDs, one per line
4. Optionally set Max reviews per product, Sort by, Star ratings, Keyword, or Photos/videos only
5. Click Start, then download the data as JSON, CSV, Excel, or read it via the Apify API

Python API example

from apify_client import ApifyClient

client = ApifyClient("YOUR_API_TOKEN")

run = client.actor("parsebird/coupang-review-scraper").call(run_input={
    "productUrls": ["https://www.coupang.com/vp/products/6135671310"],
    "maxReviewsPerProduct": 100,
    "sort": "newest",
    "photosVideosOnly": False,
})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    if "reviewTotalCount" in item:
        print(f'{item["productId"]}: {item["reviewTotalCount"]} reviews, avg {item["ratingSummary"]["ratingAverage"]}')
        continue
    print(f'{item["rating"]}★ {item["title"]}: {item["content"][:60]}')

JavaScript API example

import { ApifyClient } from "apify-client";

const client = new ApifyClient({ token: "YOUR_API_TOKEN" });

const run = await client.actor("parsebird/coupang-review-scraper").call({
    productUrls: ["https://www.coupang.com/vp/products/6135671310"],
    starRatings: ["4", "5"],
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((i) => console.log(i.rating, i.title));

Input parameters

Parameter	Type	Required	Default	Description
productUrls	array	Yes	—	Coupang product URLs or bare product IDs, up to 1,000, deduped
maxReviewsPerProduct	integer	No	1	Stop after this many reviews per product (hard-capped at 3,000/product)
sort	string	No	newest	newest or best (most-helpful/relevance)
starRatings	array	No	all	Only these star ratings ("1"–"5"); ignored when keyword is set
keyword	string	No	—	Only reviews whose title/content contain this text; takes precedence over starRatings
photosVideosOnly	boolean	No	false	Only reviews with reviewer photos or videos
sameOptionOnly	boolean	No	false	Only reviews for the exact option (vendorItemId, or itemId) in the product URL
proxy	object	No	Unblocker	Proxy configuration — the Apify Proxy "Unblocker" group is required

Output example

{
  "productId": "9652682545",
  "reviewId": "1001481506",
  "rating": 5,
  "title": "한번쯤 경험해볼만한 정도?",
  "content": "",
  "reviewedAt": "2026-08-07T14:22:51.000Z",
  "helpfulCount": 0,
  "itemName": "포스트 오레오 오즈바 4p, 96g, 1개",
  "vendorName": "판매자: 쿠팡(주)",
  "reviewerName": "김*린",
  "reviewerEmail": "wkd*******@naver.com",
  "attachments": [],
  "videoAttachments": [],
  "hasPhoto": false,
  "hasVideo": false,
  "surveyAnswers": [
    { "question": "맛 만족도", "answer": "맛있어요" },
    { "question": "당도", "answer": "적당해요" }
  ],
  "url": "https://www.coupang.com/vp/products/9652682545"
}

Download results in JSON, HTML, CSV, or Excel.

Use cases

• 📣 Complaint / defect audits — filter by low star ratings or a defect keyword to find recurring product issues
• 🔍 Keyword research — mine review text for the words real buyers use about a product
• 📸 Most-helpful & photo mining — pull the most-helpful or photo/video reviews for merchandising or social proof
• 📊 Rating trend tracking — re-run on a schedule and track ratingSummary drift over time
• 🗂️ Bulk multi-product audits — one run across many product IDs for a full catalog review sweep

How it works

1. Normalizes each entry in productUrls into a product target — a full URL, a bare ID, or a placeholder-ID URL carrying a vendorItemId
2. Loads the product page once through the Apify Unblocker to pick up a working session, then reuses that session to call Coupang's next-api/review and next-api/review/batch endpoints — retrying on the same session first and re-warming a fresh one only if it stops answering
3. Paginates next-api/review in Coupang's own sort order (10 reviews/page, Coupang's fixed page size), a few pages at a time, only until enough matching reviews are collected (3,000-review safety ceiling per product)
4. Applies star-rating / keyword / photos-video / same-option filters and truncates to maxReviewsPerProduct
5. Emits one summary row per product, then one row per review, charging a review event for every review row

How much does it cost to scrape Coupang reviews?

Event	Free	Bronze	Silver	Gold
review (per 1,000)	$2.99	$2.79	$2.59	$2.39

A review event is charged once per review row returned. The per-product summary row is never charged. A product whose reviews could not be retrieved at all (incomplete: ["reviews"]) is not charged — re-run that ID. Your Apify plan's free monthly usage covers the platform compute and proxy.

FAQ

What can I paste into Product URLs or IDs? A full Coupang product URL (https://www.coupang.com/vp/products/{id}, with or without itemId/vendorItemId), a bare numeric product ID, or a URL whose product ID is a placeholder (e.g. 0) as long as it carries a vendorItemId.

Why does it need the Unblocker proxy? Coupang serves Korean shoppers and its Akamai edge refuses almost all datacenter and non-Korean residential traffic. The Apify Proxy "Unblocker" group is the transport that gets through and is the default.

Does "Sort by: Newest" call Coupang's own newest sort? Yes — "Newest" uses Coupang's own newest-first (최신순) ordering and "Best" uses Coupang's default best (베스트순) ranking, the same two orders you see on the product page.

Why do I get reviews for other colours or sellers than the one in my URL? Coupang shows one shared review list for every option of a product (each colour, size and seller listing), even when your URL points at one option. Each review row carries the itemId/vendorItemId and itemName it was written for. Turn on Only reviews for the option in the URL (sameOptionOnly) to keep just the option identified by the vendorItemId (or itemId) in your URL — the Actor then scans more pages to find enough matching reviews, so runs take longer.

Can it scrape age-restricted products (e.g. e-cigarettes, alcohol)? Yes. Coupang asks anonymous visitors to log in before showing these product pages, but their reviews are still public and the Actor retrieves them without an account.

Why is there a 3,000-review cap per product? It's a safety ceiling so a single very-high-review product can't run away with proxy bandwidth. Set maxReviewsPerProduct for anything below that; contact support if you need the cap raised for a specific use case.

What does the incomplete field mean? incomplete: ["reviews"] means the product's reviews could not be retrieved at all this run — only its ID is returned, and it is not charged; re-run that ID.

Can I schedule it? Yes. Use Apify scheduling to re-run the same product IDs on any interval and connect the output to Google Sheets, Zapier, Make, or webhooks. Found a bug? Open an issue on the Issues tab.

Is it legal to scrape Coupang?

This Actor extracts publicly available data from Coupang.com. Scraping public data is generally considered legal based on recent court rulings, including the US Ninth Circuit's decision in hiQ Labs v. LinkedIn. Users are responsible for ensuring their use of the scraped data complies with applicable laws, Coupang's Terms of Service, and data-protection regulations. For more, read Apify's post on web scraping legality.

Other ParseBird scrapers

Actor	Target site	Data
Coupang Review Scraper	Coupang.com	Customer reviews by URL/ID
Coupang Product Detail Scraper	Coupang.com	Full product pages: option matrix, prices, specs
Coupang Search Scraper	Coupang.com	Keyword search results + optional detail
Coupang Korea Product Scraper	Coupang.com	Search / category / product URLs, monitoring
Naver Map Scraper	Naver Map	Korean business listings

Browse all ParseBird actors on the Apify Store.