Walmart Product Data Scraper

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Extract detailed Walmart product data using product SKUs, including price, SKU, brand, rating, nutrition information, and product variants. Ideal for product validation, product mapping, and structured product management. Supports structured data export.

by CoreClaw

4.7

2runs

Try for Free

2,000 Free Results

Last updated:2026-04-11

Version:v1.0.1

What is the Walmart Product Data Scraper?

The Walmart Product Scraper lets you extract structured product data from Walmart in bulk using SKUs. Just enter one or more product SKUs, and the scraper will automatically collect the core product fields for each item. You can export the results in CSV or JSON format and use them for product identification, SKU-level monitoring, and operational analysis.

Scrape multiple Walmart SKUs in one run
Extract rich, multi-dimensional product fields
Well suited for precise SKU-level collection
Optionally extract all product variants
Export results in CSV or JSON

Compared with manually searching product pages, this scraper makes it much faster to locate target products by SKU and convert Walmart data into structured output for validation, monitoring, and analysis.

Common use cases for the Walmart Product Data Scraper

Product validation: Use SKUs to accurately identify products and verify product names, prices, brands, categories, and seller information.
Product mapping: Match internal product IDs to Walmart SKUs to build a structured product database.
Competitor research: Extract product details for specific SKUs to compare specifications, reviews, pricing, and variant coverage.
SKU-level monitoring: Track the public product data of important SKUs over time for long-term monitoring and analysis.
Automated product workflows: Submit multiple SKUs in one run to replace repetitive lookup and manual data handling.

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.
Add one or more Walmart product SKUs.
Choose 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 product SKU you want to scrape. This version is best for cases where you already know the SKU and need a fast, reliable way to locate the target product and extract structured product details.

Supported input parameters:

sku: The Walmart product SKU to scrape.
all_variations: Whether to extract all available product variants.

Recommended inputs: Known Walmart SKUs, SKUs used for internal product mapping, target SKUs you want to monitor over time Not recommended: Product titles, category URLs, search keywords, or invalid SKU values

沃尔玛产品抓取工具--关键词--sku--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. Below is an example of SKU-based output:

沃尔玛产品抓取工具--关键词--sku--onput.png

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 accesses Walmart product result pages or product detail pages and converts unstructured content into structured CSV and JSON output. You only need to provide the SKU and related parameters, and the scraper handles the collection process for you.

What kind of data can it extract?

The scraper can typically return product URLs, prices, SKUs, currency, GTINs, UPCs, brands, reviews, descriptions, product names, categories, images, ratings, sizes, colors, seller information, nutrition facts, product variants, videos, and other related fields. Exact fields may vary depending on the product type and page content.

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.

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.

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.

Is scraping Walmart product data legal?

Publicly available product data is commonly used for research, analytics, and business intelligence. That said, users should still comply with local data privacy regulations and review the target website’s terms of service and compliance requirements.

Price Estimation

Results Limit

101,000 results

Estimated:

~$0.15

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

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