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Walmart Product By Category URL

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Maintained by CafeScraper
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Our Walmart product scraper extracts key data: URL, price, SKU, currency, GTIN, brand, reviews, description, name, category, image, rating, size, color, seller, nutrition, variants, etc. Supports category scraping; results in structured formats.

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What data can you obtain using the Walmart scraping tool?

With this scraping tool, you can obtain the following data from Walmart:
Product URL, product price, SKU (Stock Keeping Unit), currency used for the price, GTIN (Global Trade Item Number), object with star rating distribution for popular reviews, array of product-related pages, product brand, associated category ID, number of product reviews, product description, unique product identifier, product name, review tags related to the product, URL of the associated category, category name, associated tags, product main image, overall product rating, unit price, measurement unit, product location in the aisle, free return information, available product sizes, available product colors, price before discount (if applicable), product seller, customer reviews, nutritional information, product ingredients (mainly for food), product condition, return eligibility, number of ratings, number of reviews, short product description, product variants, product video, product identifiers, and other related information.

What formats can the scraping results be exported in?

You can export the results in structured formats such as JSON, CSV.

Is the data real-time?

Yes, each call fetches the latest publicly available data from Walmart, ensuring the results are synchronized with the platform and do not rely on any cache, guaranteeing data freshness.

Result

This is an example of how results will look like.

json Copy
[
  {
    "url": "https://www.walmart.com/ip/Starburst-Pink-Yellow-Mix-Chewy-Fruit-Candy-3-lbs-Original-Strawberry-Lemon-Soft-Chew-Candies-Bulk-Family-Size-Assortment-Pack-Individually-Wrapped-4/1016450755?adsRedirect=true",
    "sku": "1016450755",
    "product_id": "1016450755",
    "upc": "808887055096",
    "gtin": "808887055096",
    "title": "Starburst  Strawberry and Lemon Soft Chew  - 3 lbs (48 oz) Family Size Pack Individually Wrapped, Pink and Yellow Mix",
    "breadcrumbs": [
      {
        "name": "Food",
        "url": "https://www.walmart.com/cp/food/976759"
      }
    ],
    "category_ids": [
      "0",
      "976759",
      "1096070",
      "1224975",
      "1637000"
    ],
    "seller_id": "998B87DC3D394395B74EB695596DCD79",
    "seller": "Uni*e*s*l*S*p*l*e*s*G*o*p* *n*.",
    "seller_url": "https://www.walmart.com/global/seller/2165",
    "specifications": [],
    "price_map": {},
    "unit_price": null,
    "unit": null,
    "image_urls": [
      "https://i5.walmartimages.com/seo/Starburst-Strawberry-and-Lemon-Soft-Chew-3-lbs-48-oz-Family-Size-Pack-Individually-Wrapped-Pink-and-Yellow-Mix_c2b49311-2151-43f8-a094-538ba3668fce.a16b9ac3fb08c9dfca1971c8cd0fdec9.jpeg",
      "https://i5.walmartimages.com/asr/d27d7cf5-5637-428a-b961-ccf73cc04952.a886521fc5b5c017a7420bfa64da6053.jpeg",
      "https://i5.walmartimages.com/asr/5da7d114-2179-4beb-84e9-db108793ad66.f07ad7c8d9c838da1bce3962c370e36a.jpeg",
      "https://i5.walmartimages.com/asr/23cfb941-9a80-4126-a31a-163c29ddd403.31875feb1c3d5957b12af9f7e48cc5e7.jpeg"
    ],
    "main_image": "https://i5.walmartimages.com/seo/Starburst-Strawberry-and-Lemon-Soft-Chew-3-lbs-48-oz-Family-Size-Pack-Individually-Wrapped-Pink-and-Yellow-Mix_c2b49311-2151-43f8-a094-538ba3668fce.a16b9ac3fb08c9dfca1971c8cd0fdec9.jpeg",
    "review_count": 0,
    "rating": null,
    "offers": [
      {
        "seller_id": "998B87DC3D394395B74EB695596DCD79",
        "catalog_seller_id": 2165,
        "seller": "Uni*e*s*l*S*p*l*e*s*G*o*p* *n*.",
        "seller_display_name": "Fire Deals",
        "final_price": 20
      }
    ],
    "badges": [],
    "videos": [],
    "model": null,
    "initial_price": null,
    "discount": null,
    "categories": [
      "Food",
      "Candy",
      "Gummy & Chewy Candy",
      "Chewy Candy"
    ],
    "breadcrumb_text": "Food > Candy > Gummy & Chewy Candy > Chewy Candy",
    "brand_walmart_url": "https://www.walmart.com/brand/starburst/10016436",
    "condition": "New",
    "is_returnable": null,
    "product_identifiers": {
      "id": "1016450755",
      "model": null,
      "product_type_id": "chewy_candy",
      "upc": "808887055096",
      "us_item_id": "1016450755"
    },
    "location": {
      "postal_code": "45011",
      "province_code": "OH",
      "city": "Hamilton",
      "store_id": "3502"
    },
    "store_name": "Hamilton Supercenter",
    "ratings": [
      {
        "stars": 1,
        "count": 0
      }
    ],
    "top_reviews": {
      "rating": null,
      "count": 0,
      "negative": {},
      "positive": {},
      "review_tags": [],
      "customer_reviews": []
    },
    "related_pages": [],
    "variant_attribute": [],
    "variants": [],
    "product_name": "Starburst  Strawberry and Lemon Soft Chew  - 3 lbs (48 oz) Family Size Pack Individually Wrapped, Pink and Yellow Mix",
    "brand": "Starburst",
    "category": {
      "category_path": null,
      "root_category_url": "https://www.walmart.com/cp/food/976759",
      "category_url": "https://www.walmart.com/browse/food/chewy-gummy-candy/976759_1096070_1224975_1637000",
      "category_name": "Chewy Candy",
      "root_category_name": "Food"
    },
    "description": "<ul>  <li>UNEXPLAINABLY JUICY: Deliciously sweet and mouthwateringly tasty, this Starburst assortment includes the classic lemon and strawberry flavored chews you love!</li>  <li>INDIVIDUALLY WRAPPED: Each piece of candy is individually wrapped for maximum freshness and hygiene. A safe option for Halloween candy, Birthday piñatas, and candy bowls!</li>  <li>RESEALABLE STAND-UP BAG: Our sweet assortments are well packaged in premium quality, resealable stand up bags with a clear window, perfect to keep in your pantry for easy snacking.</li>  <li>PEANUT AND GLUTEN FREE: Enjoy worry free snacking for you and your kids. Every piece of candy is peanut free, gluten free, and is made in a tree nut free facility.</li>  <li>BULK VALUE: Our candy assortments are packaged in bulk so we can share great value with our customers. Perfect for baby showers, gender reveals, bridal showers, engagement party or wedding!</li> </ul>",
    "short_description": "Our classic candy mixed multi-pack brings full pounds of fresh, individually packed candy, including American Starbursts with the biggest assortment of colorful flavored carnival colors boxes! Offering signature flavors and classic colored candy jar assortments is really important to us. Perfect pink Starburst assortments for parties, birthday, gender reveal, wedding, Halloween handout, color candy table food buffet, piñata, Halloween, carnival, bowl of favorite candies refills, stocking stuffers, snacks or raw saltwater candy ounce add-ons, buffet, family or individual celebration, surprise piñata, businesses, good flavor snacks to bring to classroom treats, retail business favorite, multi-part favor, holiday, Easter, trick or treat sweets! We have lots of nice bite-size foil wrappers packets super gummy chews bundle full of new favors from white lemonade to berry reds to original chewy saltwater lime Frooties, with unique wrapper tropical fun-size chew bursts fav, items, and other individual wrapped candy straw babies. Our best top-rated biggest giant king-sized fresh candy gummies filler surprise factory box case plus huge bright colored jumbo bulk candy bagged Starburst American assortments American fillers bucket regular yellows lemon-filled center individual candy bites at a real cheap value, half the price of other store kit candy brands. Great as a fruity retro Amazon add-on gourmet candy single bite strawberries minis for the office, piñata, vintage fun-size mixture, tiny theater containers, birthdays, old theater boxed multipack, girls baby shower silver gift boxes, bridal shower grab items, American sampler for anytime whole candy pieces to fill candy bowl for Halloween, or as fun yellow lemons candy add-on! The cheapest, large massive hot seller discount subscribe deals and selling bundles, plus clearance supply free shipping eligible for just Prime button, Prime Pantry, clearance supplies EBT only subscribe customers! Some of our candy is also safe for certain allergies!",
    "free_returns": null,
    "sizes": [],
    "colors": [],
    "other_attributes": [],
    "ingredients": null,
    "ingredients_full": {
      "name": null,
      "value": null
    },
    "success": true,
    "error_code": 200,
    "error": ""
  }
]

Dictionary

Column name Description Data type
url URL representing the product link Url
final_price Product price Price
sku Stock Keeping Unit for product identification Text
currency Currency used for the product price Text
gtin Global Trade Item Number for product identification Text
specifications Array of objects representing product specifications, each containing name and value Array
image_urls Array of URLs representing product images Array
top_reviews Object representing top reviews (including negative and positive reviews), each review contains rating and review text Object
rating_stars Object representing the distribution of star ratings (1 to 5 stars) Object
related_pages Array of pages related to the product Array
available_for_delivery Boolean indicating whether the product supports delivery Boolean
available_for_pickup Boolean indicating whether the product supports in-store pickup Boolean
brand Text representing the product brand Text
breadcrumbs Array of objects representing breadcrumb links, each containing URL and name Array
category_ids Category ID associated with the product Text
review_count Numeric value indicating the number of product reviews Price
description Text representing the product description Text
product_id Unique identifier of the product Text
product_name Product name Text
review_tags Tags associated with product reviews Array
category_url Category URL associated with the product Url
category_name Category name associated with the product Text
category_path Category path associated with the product Text
root_category_url Root category URL associated with the product Url
root_category_name Root category name associated with the product Text
upc Universal Product Code of the product Text
tags Tags associated with the product Array
main_image Main image of the product Image
rating Overall rating of the product Price
unit_price Unit price of the product Price
unit Measurement unit of the product Text
aisle Aisle location of the product in the store Text
free_returns Free return information of the product Text
sizes Available sizes of the product Array
colors Available colors of the product Array
seller Seller of the product Text
other_attributes Array of objects representing other attributes, each containing name and value Array
customer_reviews Array of objects representing customer reviews, each review contains name, title, review text and rating Array
nutrition_information Nutrition information of the product Array
ingredients Ingredients of the product (mainly for food products) Text
initial_price Price before discount (if applicable) Price
discount Discount amount or discount rate Text
ingredients_full Full ingredient information Array
brand_walmart_url Brand's store URL on Walmart Url
condition Condition of the product Text
is_returnable Boolean indicating whether the product is returnable Boolean
rating_count Number of ratings Price
reviews_count Number of reviews Price
short_description Short description of the product Text
variants Variants of the product Array
price Object containing price-related information Object
videos Videos of the product Array
product_identifiers Identifiers of the product Object
store_name Store name Text
store_location Store location Text
retailer Retailer Text
price_range Price range of the product Text
availability_text Inventory status text Text
promotion_fulltext Full text of promotion information Text
is_available Boolean indicating whether the product is in stock Boolean
seller_info Seller information Array
variant_attribute Variant attributes Array
breadcrumb_text Breadcrumb text Text

Input

Walmart Main domain domain Required Text
Description: This parameter is used to specify the main domain for scraping Walmart product information.

All variants all_variations Required Object
Description: This parameter is used to specify whether to collect all product variants, set to true to collect.
Parameter Value:truefalse

Page Turning page_turning Required Number
Description: This parameter is used to specify the limit on the number of crawled results, please enter the number of pages.