Walmart Product By Category URL

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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.

by CoreClaw

4.5

10runs

Try for Free

2,000 Free Results

Last updated:2026-04-11

Version:v1.0.1

What is Walmart Product Scraper Tool?

The Walmart Product Scraper lets you extract structured product data from Walmart in bulk using category URLs. Just enter one or more category links, and the scraper will automatically collect product listings and core product fields from those category pages. You can export the results in CSV or JSON format and use them for market research, category analysis, and shelf monitoring.

Scrape multiple category URLs in one run
Extract rich, multi-dimensional product fields
Set the number of pages to scrape
Capture more products from category result pages
Optionally extract all product variants

Compared with manually paging through category pages, this scraper makes it much faster to collect Walmart category data at scale and convert it into structured output for market scanning and product discovery.

Common use cases for the Walmart Product Scraper Tool

Category scanning: Collect product results from category pages in bulk to understand the overall assortment structure of a category.
Market research: Analyze price ranges, brand distribution, rating patterns, and seller mix within a specific category.
New product discovery: Monitor category URLs over time to identify newly listed or fast-moving products.
Shelf analysis: Scrape deeper into category pages to study product ranking, assortment coverage, and category-level competition.
Automated category monitoring: Submit multiple category URLs in one run to build and maintain structured category datasets over time.

What data can you extract from Walmart?

📝 Product name	🔗 Product URL, product ID
💲 Price, currency	🏷️ SKU, GTIN, UPC
🌐 Brand	📂 Category, category URL, category ID
⭐ Rating, rating breakdown	💬 Review count, review tags, review content
🖼️ Product images, videos	📝 Product description, short description
🎨 Size, color, specifications	🛍️ Seller information, offer details
🥗 Nutrition information, ingredients	🔀 Product variants, other identifiers

How to scrape Walmart data

The Walmart Product Scraper is designed to be simple to use, so you can start extracting data quickly even without prior scraping experience.

Sign up and create your CoreClaw account with your email address.
Open the Walmart Product Scraper (Category URL version).
Add one or more Walmart category URLs.
Choose optional filters such as the number of pages to scrape and whether to extract all product variants.
Click Start and wait for the extraction to finish.
Download the results in JSON or CSV format.

➡️ Input

Enter the Walmart category URL you want to scrape. This version is best for discovering products in bulk within a category, tracking assortment changes, and analyzing category structure over time.

Supported input parameters:

category_url: The Walmart category URL to scrape.
page_turning: The number of pages to scrape for broader category coverage.
all_variations: Whether to extract all available product variants from products in that category.

Recommended inputs: Food category URLs, electronics category URLs, baby product category URLs, household or cleaning category URLs Not recommended: Single product detail page URLs, search result page URLs, or invalid category links 沃尔玛产品抓取工具--类别url--input.png

⬅️ Output

When the run is complete, the collected Walmart data is organized under the Output tab as a structured dataset. For easier review, results are displayed in tables and tabs, and can be downloaded in CSV or JSON format.

JSON example

json

1[
2{
3    "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",
4    "sku": "1016450755",
5    "product_id": "1016450755",
6    "upc": "808887055096",
7    "gtin": "808887055096",
8    "title": "Starburst  Strawberry and Lemon Soft Chew  - 3 lbs (48 oz) Family Size Pack Individually Wrapped, Pink and Yellow Mix",
9    "breadcrumbs": [
10      {
11        "name": "Food",
12        "url": "https://www.walmart.com/cp/food/976759"
13      }
14    ],
15    "category_ids": [
16      "0",
17      "976759",
18      "1096070",
19      "1224975",
20      "1637000"
21    ],
22    "seller_id": "998B87DC3D394395B74EB695596DCD79",
23    "seller": "Uni*e*s*l*S*p*l*e*s*G*o*p* *n*.",
24    "seller_url": "https://www.walmart.com/global/seller/2165",
25    "specifications": [],
26    "price_map": {},
27    "unit_price": null,
28    "unit": null,
29    "image_urls": [
30      "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",
31      "https://i5.walmartimages.com/asr/d27d7cf5-5637-428a-b961-ccf73cc04952.a886521fc5b5c017a7420bfa64da6053.jpeg",
32      "https://i5.walmartimages.com/asr/5da7d114-2179-4beb-84e9-db108793ad66.f07ad7c8d9c838da1bce3962c370e36a.jpeg",
33      "https://i5.walmartimages.com/asr/23cfb941-9a80-4126-a31a-163c29ddd403.31875feb1c3d5957b12af9f7e48cc5e7.jpeg"
34    ],
35    "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",
36    "review_count": 0,
37    "rating": null,
38    "offers": [
39      {
40        "seller_id": "998B87DC3D394395B74EB695596DCD79",
41        "catalog_seller_id": 2165,
42        "seller": "Uni*e*s*l*S*p*l*e*s*G*o*p* *n*.",
43        "seller_display_name": "Fire Deals",
44        "final_price": 20
45      }
46    ],
47    "badges": [],
48    "videos": [],
49    "model": null,
50    "initial_price": null,
51    "discount": null,
52    "categories": [
53      "Food",
54      "Candy",
55      "Gummy & Chewy Candy",
56      "Chewy Candy"
57    ],
58    "breadcrumb_text": "Food > Candy > Gummy & Chewy Candy > Chewy Candy",
59    "brand_walmart_url": "https://www.walmart.com/brand/starburst/10016436",
60    "condition": "New",
61    "is_returnable": null,
62    "product_identifiers": {
63      "id": "1016450755",
64      "model": null,
65      "product_type_id": "chewy_candy",
66      "upc": "808887055096",
67      "us_item_id": "1016450755"
68    },
69    "location": {
70      "postal_code": "45011",
71      "province_code": "OH",
72      "city": "Hamilton",
73      "store_id": "3502"
74    },
75    "store_name": "Hamilton Supercenter",
76    "ratings": [
77      {
78        "stars": 1,
79        "count": 0
80      }
81    ],
82    "top_reviews": {
83      "rating": null,
84      "count": 0,
85      "negative": {},
86      "positive": {},
87      "review_tags": [],
88      "customer_reviews": []
89    },
90    "related_pages": [],
91    "variant_attribute": [],
92    "variants": [],
93    "product_name": "Starburst  Strawberry and Lemon Soft Chew  - 3 lbs (48 oz) Family Size Pack Individually Wrapped, Pink and Yellow Mix",
94    "brand": "Starburst",
95    "category": {
96      "category_path": null,
97      "root_category_url": "https://www.walmart.com/cp/food/976759",
98      "category_url": "https://www.walmart.com/browse/food/chewy-gummy-candy/976759_1096070_1224975_1637000",
99      "category_name": "Chewy Candy",
100      "root_category_name": "Food"
101    },
102    "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>",
103    "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!",
104    "free_returns": null,
105    "sizes": [],
106    "colors": [],
107    "other_attributes": [],
108    "ingredients": null,
109    "ingredients_full": {
110      "name": null,
111      "value": null
112    },
113    "success": true,
114    "error_code": 200,
115    "error": ""
116  }
117]

FAQ

How does the Walmart Product Scraper work?

The Walmart Product Scraper automatically visits Walmart category pages and converts unstructured page content into structured CSV and JSON output. You only need to provide a category URL and related parameters, and the scraper handles the collection process for you.

Do I need coding skills to use this scraper?

No. The Walmart Product Scraper is a no-code solution built for both technical and non-technical users. You can configure tasks, run jobs, and download results through a simple graphical interface.

Does it support API integration?

Yes. In addition to the visual dashboard, the scraper can also be integrated into API-based workflows, making it easier for developers to connect collection jobs to internal systems, data pipelines, or automation tasks.

Is the data real-time?

Yes. Each run collects the latest publicly available Walmart data rather than relying on cached results, which helps keep the output fresh and useful.

Can I control how many category pages are scraped?

Yes. You can use the page_turning parameter to define how many pages to scrape, which helps expand category coverage.

Can it extract all product variants?

Yes. You can use the all_variations parameter to control whether all product variants should be extracted. This is especially useful for products with multiple sizes, colors, or packaging options.

Which export formats are supported?

The output can be exported in structured formats such as CSV and JSON, making it easy to use in spreadsheets, BI tools, databases, and internal systems.

Price Estimation

Results Limit

101,000 results

Estimated:

~$0.15

100 results × $0.0015. You only pay for success.

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