Walmart Product Scraper API

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Enter a Walmart product URL to extract product details and related data, including price, SKU, brand, rating, reviews, and more. Ideal for single-product research, price tracking, and product data management. Supports structured export and third-party integrations.

by CoreClaw

4.9

4runs

Try for Free

2,000 Free Results

Last updated:2026-04-11

Version:v1.0.1

What is Walmart Product Scraper API?

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

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

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

Common use cases for the Walmart Product Scraper API

Product detail collection: Quickly capture price, brand, rating, reviews, category, and seller information for specific products.
Competitor product research: Extract product details from known competitor URLs to compare specifications, reviews, pricing, and variant coverage.
Price monitoring: Track public detail-page data for priority items over time to monitor price changes and product status.
Product data archiving: Turn Walmart product pages into structured records for internal storage, reuse, and analysis.
Automated product workflows: Submit multiple product URLs 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 API 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 API(URL version).
Add one or more Walmart product URLs.
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 URL you want to scrape. This version is best for cases where you already know the product link and need a fast, reliable way to locate the target product and extract structured detail-page data.

Supported input parameters:

url: The Walmart product URL to scrape.
all_variations: Whether to extract all available product variants.

Recommended inputs: Public product detail page URLs, competitor product URLs, target products you want to monitor over time Not recommended: Category URLs, search result page URLs, invalid links, or redirect-broken product pages 沃尔玛产品数据抓取--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

What is the best use case for the URL version?

The URL version is the most direct choice when you already know the exact Walmart product page you want to scrape. It is especially useful for competitor benchmarking, single-product analysis, product archiving, and ongoing monitoring of priority items.

Can I submit multiple product links in one run?

Yes. The current input setup supports submitting multiple URLs in a single job, so you can scrape several Walmart product detail pages at once.

How is the URL version different from the keyword version?

The keyword version is better for product discovery and broader search-based collection. The URL version is better for precise detail-page extraction when the target products are already known.

Can it extract all product variants?

Yes. The all_variations parameter controls whether all available variants should be extracted, which is useful for products with multiple sizes, flavors, colors, or packaging options.

Beyond the basics, what deeper fields can it return?

In addition to price, SKU, brand, and rating, the current field set can also include rating breakdowns, related page data, seller information, nutrition facts, ingredients, product identifiers, videos, and customer review data.

What is the output best used for?

CSV is ideal for operations, analysis, and market teams working in spreadsheets. JSON is better for engineering teams that want to connect the output to databases, data pipelines, BI tools, or automation systems.

Is the output cached or collected live?

The current tool description indicates that each run pulls the latest publicly available Walmart data rather than relying on cached results, which helps keep the output fresh and aligned with the live site.

Price Estimation

Results Limit

101,000 results

Estimated:

~$0.15

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

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