Sam's Club Reviews Scraper | Product Reviews, Ratings & Stats

Sam's Club reviews scraper for Apify — extract customer reviews, star ratings, verified purchase badges, and product rating statistics from any public Sam's Club product page.

Ideal for brand monitoring, competitor research, marketplace analytics, sentiment analysis, and review intelligence on Sam's Club / SamsClub.com product catalog data.

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What this actor does

• Scrapes written customer reviews for a single Sam's Club product
• Collects star ratings (1–5), review title, body text, dates, and helpfulness votes
• Captures Verified Purchase and other public badges when present
• Includes product-level rating stats on every row (average rating, star breakdown, totals)
• Max Mode maximizes unique review coverage on large products
• Supports sort, star filter, and verified-only when Max Mode is OFF
• Exports clean tabular data (CSV / JSON / Excel) ready for Excel, Power BI, Google Sheets, Python, or your CRM

Keywords / use cases: Sam's Club review scraper, SamsClub product reviews extractor, customer feedback scraper, star rating export, verified purchase reviews, product rating statistics, e-commerce review mining, retail VOC (voice of customer), marketplace review data, max coverage review export.

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Why use it

Need	How this helps
Brand & product monitoring	Track what members say about a SKU over time
Competitor intelligence	Compare ratings and themes across similar products
Sentiment & NLP pipelines	Structured review text + ratings for analysis
Support & QA	Surface low-star or verified feedback quickly
Reporting	Star % / counts and average rating on every dataset row
Max coverage dumps	Max Mode pulls the broadest unique written-review set

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Input

Provide a Sam's Club product URL or reviews URL, then choose Max Mode or filters.

Max Mode (recommended for full coverage)

{
  "URL": "https://www.samsclub.com/reviews/product/13607863503",
  "maxMode": true,
  "maxreviews": 30000
}

Max Mode maximizes unique coverage — often the full set for typical products. High-volume SKUs may finish slightly below the written-review total due to site limits. While Max Mode is ON, sort / stars / verifiedOnly are ignored.

Filters (Max Mode OFF)

{
  "URL": "https://www.samsclub.com/reviews/product/13607863503",
  "maxMode": false,
  "maxreviews": 100,
  "sort": "most_recent",
  "stars": "all",
  "verifiedOnly": false
}

Targeted example (5★ verified only):

{
  "URL": "https://www.samsclub.com/ip/example-product/13607863503",
  "maxMode": false,
  "maxreviews": 50,
  "sort": "most_helpful",
  "stars": "5",
  "verifiedOnly": true
}

Parameters

Field	Type	Required	Description
URL	string	Yes	Sam's Club product page (/ip/...) or reviews page (/reviews/product/...).
maxMode	boolean	No	true = maximize unique coverage (default). false = use sort/stars/verified filters.
maxreviews	integer	Yes	Stop after this many unique reviews. Use a high value (e.g. 30000) with Max Mode so coverage is not cut short.
sort	string	No	Used when Max Mode is OFF: most_relevant, most_recent, most_helpful, highest_rated, lowest_rated.
stars	string	No	Used when Max Mode is OFF: all, or 5 / 4 / 3 / 2 / 1.
verifiedOnly	boolean	No	Used when Max Mode is OFF. If true, only Verified Purchase reviews.

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Output

Each dataset item is one review, plus product rating stats repeated on the row for easy filtering and pivots.

Per-review fields

Field	Description
badges	e.g. Verified Purchase
rating	Star rating (1–5)
reviewTitle	Review headline
reviewText	Full review body
reviewSubmissionTime	Date (YYYY-MM-DD)
positiveFeedback / negativeFeedback	Helpful / not-helpful votes
recommended	Whether the reviewer recommends the product
userNickname	Reviewer display name
status	Review status (e.g. approved)
sellerName	Seller, when shown
itemName / itemImageUrl	Product name and image
syndication_*	Syndication source fields when the review is syndicated

Product rating stats (on each row)

Field	Description
Average_Rating	Overall average rating
total_rating_count	Total ratings count
reviewsWithTextCount	Count of written reviews
1 Star % … 5 Star %	Star distribution percentages
1 Star Count … 5 Star Count	Star distribution counts

Sample item

{
  "badges": "Verified Purchase",
  "negativeFeedback": 0,
  "positiveFeedback": 3,
  "rating": 5,
  "recommended": true,
  "reviewSubmissionTime": "2025-12-07",
  "reviewText": "Great value and quality. Would buy again.",
  "reviewTitle": "Excellent product",
  "status": "APPROVED",
  "sellerName": null,
  "itemImageUrl": "https://example.com/image.jpeg",
  "itemName": "Example Product Name",
  "syndication_contentLink": null,
  "syndication_logoImageUrl": null,
  "syndication_name": null,
  "userNickname": "Member123",
  "1 Star %": 7,
  "2 Star %": 2,
  "3 Star %": 5,
  "4 Star %": 7,
  "5 Star %": 79,
  "total_rating_count": 482,
  "reviewsWithTextCount": 180,
  "1 Star Count": 32,
  "2 Star Count": 9,
  "3 Star Count": 24,
  "4 Star Count": 35,
  "5 Star Count": 382,
  "Average_Rating": 4.5
}

Download results as CSV, JSON, or XLSX from the Apify dataset tab or via the Apify API.

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How to run on Apify

1. Open Samsclub Reviews + Stats Scraper on Apify.
2. Paste a Sam's Club product or reviews URL.
3. Leave Max Mode ON for broadest coverage, or turn it OFF and set sort / stars / verified filters.
4. Set max reviews high enough for your goal (e.g. 30000 with Max Mode).
5. Click Start, then export from the Dataset tab.

You can also schedule runs, call the actor from the Apify API, or chain it into integrations (webhooks, Make, n8n, Zapier, custom pipelines).

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Tips for better results

• Prefer Max Mode for VOC dumps, training data, and near-complete written-review pulls.
• Keep maxreviews high with Max Mode so the run is not cut short early.
• With Max Mode OFF, use star filters for 1★ complaints or 5★ praise, and verifiedOnly for purchase-confirmed feedback.
• Start with a smaller maxreviews only when validating a URL, then scale up.

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Notes & limitations

• Collects public Sam's Club product reviews and rating summaries available for that product.
• Output is written customer reviews with ratings and stats — not private account data.
• Max Mode often returns the full written-review set for typical products. High-volume SKUs may finish slightly below the written-review total due to site limits (aggregate rating stats on each row still reflect full product totals).
• With Max Mode OFF, large catalogs under a single sort/filter may return fewer rows than the site headline.
• Site layout and availability can change; if a run fails, retry or open an issue on the actor page.
• Use responsibly and in line with Sam's Club terms of use and applicable laws.

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FAQ

What URLs are supported?
Product pages (/ip/.../PRODUCT_ID) and review pages (/reviews/product/PRODUCT_ID).

What is Max Mode?
Max Mode maximizes unique written-review coverage automatically. Sort, star, and verified filters are ignored while it is ON.

Can I filter by star rating?
Yes — turn Max Mode OFF, then set stars to 1–5, or all.

Can I get only verified purchases?
Yes — turn Max Mode OFF, then set verifiedOnly to true.

Does each row include product stats?
Yes — average rating, star percentages/counts, and totals are attached to every review row for easy analysis.