Sam's Club Product Search Scraper: Extract Retailer Data & Pricing

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What Is Sam's Club?

Sam's Club is a warehouse membership club owned by Walmart, offering a wide range of products including groceries, electronics, home goods, and more. With thousands of active listings updated regularly, monitoring price changes, inventory, and product metadata manually is impractical. The Sam's Club Product Search Scraper automates data extraction, delivering structured product information across any category or search query.

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Overview

The Sam's Club Product Search Scraper extracts comprehensive product data from Sam's Club search results and category pages. It supports two flexible input modes:

• URL mode: Scrape specific product list pages directly
• Search mode: Find products using keywords with filters like price range, sorting, and pagination

This scraper is ideal for:

• Price monitoring services tracking competitor pricing and discounts
• E-commerce aggregators building multi-retailer product datasets
• Market researchers analyzing retail pricing trends and product availability
• Retail analysts benchmarking inventory and promotional strategies

Key features include dual input methods, pagination support, granular price filtering, and customizable item limits up to 200 per request.

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Input Format & Configuration

The scraper accepts JSON configuration with two distinct modes:

Mode 1: Scrape by URLs

{
  "urls": [
    "https://www.samsclub.com/browse/game-day-party-foods/4950111?mid=groc_carousel_gamedayfoods"
  ],
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

Field	Description
urls	Array of Sam's Club category or search result page URLs
max_items_per_url	Maximum products to collect per URL (1–200)
ignore_url_failures	If true, continues if a URL fails; if false, stops the entire run

When to use: You have specific product category links or manually curated collections to scrape.

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Mode 2: Scrape by Search Filters

{
  "keyword": "tv",
  "sort_by": "price_desc",
  "price_min": 0,
  "price_max": 7145,
  "page": 1,
  "max_items_per_url": 200,
  "ignore_url_failures": true
}

Field	Description	Options
keyword	Search term (e.g., "tv", "kitchen appliances")	Any product name or category
sort_by	Sort results by criteria	relevance, price_high, price_low, top_selling
price_min	Minimum product price in dollars	Integer (0 or higher)
price_max	Maximum product price in dollars	Integer (up to typical warehouse limits)
page	Starting page number	1, 2, 3, etc.
max_items_per_url	Items per page to collect	1–200
ignore_url_failures	Continue if search fails	true or false

When to use: You want to dynamically search products by category, price, or popularity without pre-existing URLs.

Tip: Use price_desc to rank products by highest price first, useful for identifying premium offerings or identifying stock levels across tiers.

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Output Fields & Definitions

Sample output

{
  "id": "1B1C50C23TLG",
  "us_item_id": "13585874752",
  "special_cta_type": "UNKNOWN",
  "fitment_label": null,
  "name": "Ball Park Beef Franks, 24 ct.",
  "brand": null,
  "type": "Sausages & Hot Dogs",
  "short_description": null,
  "average_weight": null,
  "weight_increment": 1,
  "top_result": null,
  "additional_offer_count": null,
  "availability_in_nearby_store": null,
  "item_beacon": null,
  "catalog_product_type": "Sausages & Hot Dogs",
  "collectibles": null,
  "grading_type_code": null,
  "condition_price_range": null,
  "image_info": {
    "id": "61BD76BEB25A4383ABE6E99301FDD65E",
    "name": "eeebf9a5-5173-48a1-bafe-d9955f314aac.1d03052055ae2c15c04b017288e30306.jpeg",
    "thumbnail_url": "https://i5.samsclubimages.com/asr/eeebf9a5-5173-48a1-bafe-d9955f314aac.1d03052055ae2c15c04b017288e30306.jpeg?odnHeight=180&odnWidth=180&odnBg=FFFFFF",
    "size": "104-104",
    "all_images": []
  },
  "aspect_info": {
    "name": null,
    "header": null,
    "id": null,
    "snippet": null
  },
  "pl_item": {
    "is_p_l_item_to_boost": false,
    "pl_item_tag_string": ""
  },
  "canonical_url": "/ip/Ball-Park-Beef-Franks-24-ct/13585874752?classType=REGULAR",
  "condition_v2": null,
  "external_info": null,
  "item_type": null,
  "promotion_messages": [],
  "category": {
    "category_path_id": "0:1444:7290106:3650101",
    "path": null
  },
  "return_policy": {
    "returnable": null,
    "free_returns": true,
    "return_window": {
      "value": null,
      "unit_type": "Day"
    },
    "return_policy_text": "Not eligible for return."
  },
  "badges": {
    "flags": null,
    "tags": [
      {
        "__typename": "BaseBadge",
        "key": "PICKUP",
        "text": "Pickup ",
        "type": "LABEL"
      }
    ],
    "groups": [
      {
        "__typename": "UnifiedBadgeGroup",
        "name": "benefits",
        "members": [
          {
            "__typename": "BadgeGroupMember",
            "id": "L1033",
            "key": "SNAP_ELIGIBLE",
            "member_type": "badge",
            "other_info": null,
            "rank": 1,
            "text_template": null,
            "text_values": null,
            "sla_text": null,
            "sla_date": null,
            "sla_date_i_s_o": null,
            "sla": null,
            "style_id": "EBT_STYLE",
            "text": "SNAP EBT eligible, pickup or delivery only",
            "type": "ICON",
            "icon_id": "CreditCard",
            "templates": null,
            "badge_content": null
          }
        ]
      },
      {
        "__typename": "UnifiedBadgeGroup",
        "name": "fulfillment",
        "members": [
          {
            "__typename": "BadgeGroupMember",
            "id": "EXPRESS_DELIVERY",
            "key": "FF_DELIVERY",
            "member_type": "badge",
            "other_info": null,
            "rank": 1,
            "text_template": null,
            "text_values": null,
            "sla_text": "1 hour",
            "sla_date": null,
            "sla_date_i_s_o": null,
            "sla": null,
            "style_id": "FF_STYLE_THUNDERBOLT",
            "text": "Delivery as soon as ",
            "type": null,
            "icon_id": null,
            "templates": null,
            "badge_content": null
          }
        ]
      }
    ],
    "groups_v2": null
  },
  "class_type": "REGULAR",
  "average_rating": 4.686,
  "number_of_reviews": 9251,
  "department_name": "Grocery",
  "esrb": null,
  "media_rating": null,
  "sales_unit_type": "EACH",
  "seller_id": "FEBD61A8B53543578C96FBA3D54195F3",
  "seller_name": null,
  "seller_type": null,
  "has_seller_badge": null,
  "availability_status_v2": {
    "display": "In stock",
    "value": "IN_STOCK"
  },
  "group_meta_data": {
    "group_type": null,
    "group_sub_type": null,
    "number_of_components": 0,
    "group_components": null
  },
  "add_on_services": null,
  "product_location": null,
  "fulfillment_speed": null,
  "offer_id": "C3A9E7E87C0F343294E0D1E22B62BF79",
  "pre_order": {
    "is_pre_order": false,
    "pre_order_message": null,
    "pre_order_street_date_message": null,
    "street_date": null,
    "street_date_displayable": null,
    "street_date_type": null,
    "release_date": null
  },
  "pac": null,
  "drone_attributes": null,
  "fulfillment_summary": [
    {
      "fulfillment": "PICKUP",
      "store_id": "4774",
      "delivery_date": null,
      "fulfillment_methods": [
        "UNSCHEDULED"
      ],
      "fulfillment_badge": null,
      "out_of_country_eligible": null
    },
    {
      "fulfillment": "DELIVERY",
      "store_id": "4774",
      "delivery_date": null,
      "fulfillment_methods": [
        "UNSCHEDULED",
        "SCHEDULED"
      ],
      "fulfillment_badge": null,
      "out_of_country_eligible": null
    }
  ],
  "price_info": {
    "item_price": "",
    "line_price": "$10.98",
    "line_price_display": "$10.98",
    "savings": "",
    "savings_amt": 0,
    "was_price": "",
    "was_price_support_text": "",
    "unit_price": "$3.91/lb",
    "ship_price": "",
    "min_price": 0,
    "min_price_for_variant": "",
    "price_range_string": "",
    "subscription_price": "",
    "subscription_string": "",
    "subscription_discount_price": "",
    "price_display_condition": "",
    "final_cost_by_weight": false,
    "submap_type": "",
    "ea_pricing_text": "",
    "ea_pricing_pre_text": "",
    "member_price_string": "",
    "subscription_dual_price": null,
    "subscription_percentage": null,
    "is_b2_b_price": false,
    "duty_fee": null,
    "price_display_type": "UNKNOWN"
  },
  "variant_criteria": [],
  "fulfillment_title": "title_store_not_available",
  "fulfillment_type": "STORE",
  "manufacturer_name": null,
  "sponsored_product": {
    "sp_qs": "ZbGD_7ckAqSVZKzfFJTfJtRZwHnxqA1g1yAN4gWfeTbh8j2nUMC9D9rD3thhkKm1i1ElpEmCAw7v6Hi9gxLdytJu53h0fLF9Eu49N83Nj9GKcp0KTNnms8CfAk8t6_yhAxb-A6y1FODQ4evyLsyGyunmcudOTovA4bwU5pBAbFdY3g7_E3uucLjG6-Dlv8dbLmyyI3EGSpW3YB5CVRJtx5Spzk6PEU3lHWtTVV18Fa8",
    "click_beacon": "https://www.samsclub.com/midas/sams-crs/track?adUid=3592ff53-b111-4e81-a57b-cd5adc8742c2&pgId=4950111&spQs=ZbGD_7ckAqSVZKzfFJTfJtRZwHnxqA1g1yAN4gWfeTbh8j2nUMC9D9rD3thhkKm1i1ElpEmCAw7v6Hi9gxLdytJu53h0fLF9Eu49N83Nj9GKcp0KTNnms8CfAk8t6_yhAxb-A6y1FODQ4evyLsyGyunmcudOTovA4bwU5pBAbFdY3g7_E3uucLjG6-Dlv8dbLmyyI3EGSpW3YB5CVRJtx5Spzk6PEU3lHWtTVV18Fa8&storeId=4774&pt=browse&mloc=sp-browse-middle&bkt=ace1_default%7Cace2_default%7Cace3_default&pltfm=desktop&rdf=0&plmt=__plmt__&eventST=__eventST__&pos=__pos__&bt=__bt__&tn=SAMS&wtn=gj9b60&tax=4950111&dr=false",
    "sp_tags": null,
    "view_beacon": null,
    "meta_info": "{\"polarisMatchType\":\"None\"}"
  },
  "quick_shop": null,
  "quick_shop_cta_label": null,
  "rewards": null,
  "promo_discount": null,
  "ar_experiences": {
    "is_a_r_home": false,
    "is_zeekit": false,
    "is_a_r_optical": false
  },
  "event_attributes": null,
  "subscription": {
    "__typename": "SubscriptionData",
    "subscription_eligible": false,
    "show_subscription_c_t_a": false,
    "subscription_transactable": false
  },
  "pet_rx": {
    "eligible": false,
    "single_dispense": null
  },
  "vision": {
    "age_group": null,
    "vision_center_approved": false
  },
  "pgls_condition": null,
  "new_condition_product_id": null,
  "preowned_condition": null,
  "key_attributes": [],
  "order_limit": 199,
  "order_min_limit": 1,
  "availability_status_display_value": "In stock",
  "carrier_downpayment_price": "",
  "product_location_display_value": null,
  "external_info_url": "",
  "description": "",
  "flag": "",
  "badge": {
    "text": "",
    "id": "",
    "type": "",
    "key": "",
    "bundle_id": ""
  },
  "groups_v2": null,
  "swipeable_images": [],
  "social_proof_badges": null,
  "fulfillment_badges": [
    "Pickup "
  ],
  "pre_order_badge": null,
  "fulfillment_badge_groups": [
    {
      "text": "Delivery as soon as ",
      "sla_text": "1 hour",
      "is_sla_text_bold": true,
      "templates": null,
      "text_template": null,
      "text_values": null,
      "sla": null,
      "class_name": "w-fit items-center br2 ph2 pv1 white ff-thunderbolt",
      "key": "FF_DELIVERY",
      "style_id": "FF_STYLE_THUNDERBOLT",
      "image_props": {
        "alt": "",
        "src": "//i5.walmartimages.com/dfw/63fd9f59-5a31/88a9fcbf-1067-4210-aa9c-a736c79e0fd6/v1/thunderbolt-white.svg",
        "preload": false,
        "height": 12,
        "width": 8
      }
    }
  ],
  "image": "https://i5.samsclubimages.com/asr/eeebf9a5-5173-48a1-bafe-d9955f314aac.1d03052055ae2c15c04b017288e30306.jpeg?odnHeight=180&odnWidth=180&odnBg=FFFFFF",
  "image_size": "",
  "image_id": null,
  "image_name": "eeebf9a5-5173-48a1-bafe-d9955f314aac.1d03052055ae2c15c04b017288e30306.jpeg",
  "is_out_of_stock": false,
  "price": 10.98,
  "rating": {
    "average_rating": 4.686,
    "number_of_reviews": 9251
  },
  "sales_unit": "EACH",
  "variant_list": [],
  "promo_data": null,
  "moq_text": null,
  "product_attributes": {},
  "discounts_raw": null,
  "product_index": 0,
  "item_stack_position": 1,
  "info_tooltip_position": "bottomRight",
  "from_url": "https://www.samsclub.com/browse/game-day-party-foods/4950111?mid=groc_carousel_gamedayfoods"
}

The scraper returns 100+ structured fields per product. Key categories include:

Identification & Metadata

Field	Meaning
ID	Unique internal Sam's Club product identifier
US Item ID	United States-specific item code
Name	Product display name
Brand	Manufacturer or brand name
Type	Product category type (e.g., electronics, grocery)
Canonical URL	Official product page URL
Image	Primary product image URL
Image Size	Dimensions of the product image

Pricing & Discounts

Field	Meaning
Price	Current retail price in dollars
Price Info	Detailed pricing breakdown (unit price, bulk pricing)
Promo Discount	Active promotion discount percentage or amount
Raw Discounts	Underlying discount data structure
Condition Price Range	Price variations by product condition (new, refurbished)

Inventory & Availability

Field	Meaning
Availability Status V2	Current availability (in stock, limited, pre-order)
Availability Status Display Value	Human-readable availability status
Availability in Nearby Store	Presence in local warehouse locations
Is Out of Stock	Boolean flag indicating stock status
Sales Unit Type	Unit of sale (each, case, bulk)

Product Details

Field	Meaning
Short Description	Brief product summary
Description	Full product description
Key Attributes	Product specifications (size, color, capacity)
Product Attributes	Extended attribute metadata
Average Weight	Product weight in pounds or kilograms
Weight Increment	Measurement unit for weight
Department Name	Retail department (groceries, electronics, etc.)
Category	Product category classification

Ratings & Reviews

Field	Meaning
Average Rating	Customer rating (0–5 stars)
Number of Reviews	Count of customer reviews
Rating	Aggregated rating metric

Promotions & Badges

Field	Meaning
Badges	Visual labels (e.g., "Best Seller", "Limited Time")
Promotion Messages	Active promotion text
Social Proof Badges	Trust indicators (e.g., "Trending", "Popular")
Event Attributes	Seasonal or event-based promotions
Sponsored Product	Whether the listing is paid promotion

Seller & Fulfillment

Field	Meaning
Seller ID	Third-party seller identifier (if applicable)
Seller Name	Seller business name
Seller Type	Seller classification (first-party, third-party)
Fulfillment Type	Delivery method (standard, expedited, in-store pickup)
Fulfillment Speed	Estimated delivery timeframe
Fulfillment Title	Display name of fulfillment option

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How to Use

Using URL Mode

1. Navigate to Sam's Club and find a product category or search results page you want to scrape.
2. Copy the full URL (including parameters like ?mid=).
3. Paste into the urls array.
4. Set max_items_per_url to your desired limit (recommended: 50–200).
5. Run the scraper.

Using Search Mode

1. Enter a keyword (e.g., "tv", "coffee maker").
2. Optionally set price_min and price_max to filter by budget.
3. Choose a sort_by option (e.g., price_desc for highest-priced first).
4. Set page: 1 to start from the first search results page.
5. Specify max_items_per_url for items per page.
6. Run the scraper.

Troubleshooting:

• If no results appear, verify the keyword exists on Sam's Club.
• For large-scale scraping, use ignore_url_failures: true to prevent interruptions.
• Note that membership-restricted products may have limited visibility.

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Use Cases & Business Value

• Price intelligence: Monitor competitor pricing on popular SKUs; track promotional cadence
• Promotional analysis: Extract discount trends and seasonal patterns across categories
• Inventory insights: Track product availability across warehouse locations
• Product catalog management: Feed Sam's Club data into custom comparison tools or aggregators
• Market research: Analyze retail pricing strategies by category and brand

The Sam's Club scraper eliminates hours of manual browsing, delivering actionable product data that integrates into spreadsheets, databases, or dashboards in minutes.

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Conclusion

The Sam's Club Product Search Scraper provides a powerful, flexible solution for anyone needing retail product intelligence at scale. Whether you monitor prices, analyze promotions, or build data pipelines, the dual input modes and 100+ output fields deliver comprehensive, machine-readable product data. Start scraping today and unlock retail insights that drive competitive advantage.