SamsClub Reviews + Stats Scraper

Scrapes customer reviews and rating statistics for a single SamsClub product, outputting structured data to an Apify dataset.

Overview

This actor extracts publicly available reviews for a specified SamsClub product. It returns each review as a structured item alongside aggregated product-level rating statistics, formatted for easy export and analysis.

Key Features

• Extracts reviews, including text, title, rating, date, and reviewer nickname.
• Captures product-level metrics: total rating count, average rating, and star distribution (counts and percentages).
• Outputs data in a consistent tabular format, repeated per row for straightforward aggregation.
• Allows limiting the number of reviews collected.
• Accepts either a product URL or the internal product code as input.

Input

Provide input via a JSON object. You must use either productUrl or productCode.

Basic Input Examples:

{
  "productUrl": "https://www.samsclub.com/ip/.../13608113152"
}

{
  "productCode": "13608113152"
}

Full Input Parameters:
* productUrl (string, optional): A SamsClub product page or direct reviews page URL. The actor extracts the product ID from it.
* productCode (string, optional): The internal SamsClub product ID.
* maxReviews (number, optional): The maximum number of reviews to collect (e.g., 500).

Output

Results are stored in the Apify dataset. Each review is one item containing two main data groups:

1. Review-Specific Fields:
* reviewText, reviewTitle, rating (1-5), reviewSubmissionTime
* userNickname, badges, recommended, status
* positiveFeedback, negativeFeedback (helpful/not helpful counts)
* itemName, itemImageUrl, sellerName

2. Product Statistics (repeated on each row for the product):
* total_rating_count, Average_Rating, reviewsWithTextCount
* 1 Star Count ... 5 Star Count
* 1 Star % ... 5 Star %

Example Output Item:

{
  "rating": 5,
  "reviewSubmissionTime": "2025-12-07",
  "reviewText": "Bought on black Friday at a low price...",
  "reviewTitle": "Top of the line",
  "userNickname": "STEVEN",
  "itemName": "Frigidaire Gallery 7 Cu. Ft. Chest Freezer, Black",
  "total_rating_count": 482,
  "Average_Rating": 4.5,
  "5 Star %": 79,
  "5 Star Count": 382
}

The dataset can be downloaded as CSV, JSON, or XLSX from the Apify console or via API.

How to Use

1. Run the actor on Apify.
2. In the input field, provide a JSON object with either a productUrl or productCode.
3. Optionally, set maxReviews.
4. Start the run. Upon completion, navigate to the Dataset tab to preview and export the results.

Notes

• The actor only scrapes public reviews visible on SamsClub.com.
• Changes to the website's structure or anti-bot measures may require updates to the actor.