Sam's Club Product Scraper

Extract wholesale product data from Sam's Club — the membership warehouse club owned by Walmart. Search by keyword, browse by category, or enrich a list of product URLs to get prices, ratings, availability, descriptions, specifications, and images.

What does this scraper do?

• Keyword search — find products by name, brand, or description
• Category browsing — explore Electronics, Appliances, Groceries, Clothing, and more
• Product URL enrichment — fetch complete details for a list of Sam's Club product links
• Extracts: name, price, original price, savings, member pricing, stock status, ratings, reviews, specifications, feature bullets, images, and more
• Supports sorting by relevance, price, rating, or best-selling
• Supports price and rating filters

Input

Field	Type	Description	Default
mode	select	search, byCategory, or byProductUrls	search
searchQuery	string	Keyword to search (mode=search)	laptop
category	select	Product category (mode=byCategory)	electronics
sortBy	select	Sort order: relevance, price-asc, price-desc, top-rated, bestselling	relevance
minPrice	integer	Minimum price filter ($)	—
maxPrice	integer	Maximum price filter ($)	—
minRating	number	Minimum average rating (0.0–5.0)	—
startUrls	list	Product URLs to enrich (mode=byProductUrls)	—
maxItems	integer	Maximum products to return (1–5000)	50
clubId	string	Sam's Club store ID for pricing (default: 6372 = Dallas, TX)	6372

Available categories

Value	Label
electronics	Electronics
appliances	Appliances
groceries	Groceries & Food
clothing	Clothing & Shoes
sporting-goods	Sports & Outdoors
home	Home & Garden
toys	Toys & Baby
health	Health & Beauty
auto	Auto & Tires
all	All Categories

Example input (search)

{
  "mode": "search",
  "searchQuery": "laptop",
  "sortBy": "price-asc",
  "maxPrice": 800,
  "minRating": 4.0,
  "maxItems": 50
}

Example input (byProductUrls)

{
  "mode": "byProductUrls",
  "startUrls": [
    "https://www.samsclub.com/ip/HP-Laptop/13576272587",
    "https://www.samsclub.com/ip/Samsung-TV/15234957453"
  ]
}

Output

Each record contains:

Field	Type	Description
productId	string	Sam's Club internal product ID
name	string	Full product name
url	string	Product page URL
imageUrl	string	Primary product image URL
images	array	All product image URLs
price	number	Current selling price (USD)
originalPrice	number	Original/was price before discount
memberPrice	number	Member price (same as price for Sam's Club)
savings	number	Dollar savings amount
inStock	boolean	Whether the product is currently in stock
membershipRequired	boolean	Always true — Sam's Club is membership-only
itemNumber	string	Sam's Club item number (usItemId)
brand	string	Product brand name
category	string	Product category/type
rating	number	Average customer rating (0–5)
reviewCount	integer	Number of customer reviews
description	string	Product description text
specifications	object	Key-value technical specifications (detail pages)
features	array	Bullet-point product features
onlineOnly	boolean	True if the product is only available online
clubId	string	Sam's Club store ID used for pricing
recordType	string	Always "samsClubProduct"
scrapedAt	string	ISO 8601 UTC timestamp of when the record was scraped

Example output record

{
  "productId": "3VU6BX9X6KQ1",
  "name": "ASUS Vivobook 17X Laptop - 17.3\" FHD Display - Intel Core i9-13900H - 16GB RAM - 1TB SSD",
  "url": "https://www.samsclub.com/ip/ASUS-Vivobook-17X/13576272587?classType=REGULAR",
  "imageUrl": "https://i5.samsclubimages.com/asr/4731cb28-173f-4de0-83b4-3928fa27634c.jpeg",
  "images": ["https://i5.samsclubimages.com/asr/4731cb28-173f-4de0-83b4-3928fa27634c.jpeg"],
  "price": 999.0,
  "memberPrice": 999.0,
  "inStock": true,
  "membershipRequired": true,
  "itemNumber": "13576272587",
  "brand": "ASUS Vivobook",
  "category": "Laptop Computers",
  "rating": 4.4,
  "reviewCount": 46,
  "description": "The ASUS Vivobook 17X is equipped with Intel Core i9-13900H...",
  "specifications": {
    "Processor": "Intel Core i9-13900H",
    "RAM": "16GB DDR4",
    "Storage": "1TB PCIe SSD"
  },
  "features": [
    "Intel Core i9-13900H Processor",
    "16GB DDR4 RAM",
    "1TB PCIe G3 SSD"
  ],
  "onlineOnly": true,
  "clubId": "6372",
  "recordType": "samsClubProduct",
  "scrapedAt": "2026-05-15T12:00:00+00:00"
}

Frequently Asked Questions

Do I need a Sam's Club membership to use this scraper? No. The scraper accesses Sam's Club's public website and does not require a membership account or login. However, note that all prices shown on Sam's Club are member prices — a Sam's Club membership is required to actually purchase items.

How many products can I scrape? The scraper supports up to 5,000 products per run. Sam's Club search results typically return 45–50 products per page. The scraper automatically paginates through all available pages up to your maxItems limit.

Why are some products missing a price? Some items display a "See price in cart" or "Sign in to see price" message. These prices are intentionally hidden by Sam's Club and cannot be extracted without a logged-in session. Those products will appear without a price field.

Can I filter by price range? Yes. Set minPrice and/or maxPrice (in whole dollars) to filter results. For example, "minPrice": 200, "maxPrice": 800 returns only products priced between $200 and $800.

What is the clubId field for? Sam's Club prices can vary by location. The clubId is the store number used for pricing lookups. The default (6372 = Dallas, TX) works for typical online prices. You can find your local club ID on the Sam's Club Club Finder.

Does this scraper work for club-only (in-store) items? Yes. Items available in-store will have "onlineOnly": false. Items that are exclusively online will have "onlineOnly": true.

Can I scrape product specifications? Yes, when using mode=byProductUrls. The scraper fetches the full product detail page which includes specifications like processor, RAM, storage, dimensions, etc. In search and byCategory modes, a shorter description and feature bullets are extracted from the search result data.

How often does Sam's Club update its prices? Sam's Club prices, particularly Instant Savings, change weekly (Thursday to Wednesday). Re-run the scraper regularly if you need up-to-date pricing.