Sam's Club Product Scraper

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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

Available 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:

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.