Go to Store
View All Scrapers
Walmart Product By Category URL
01KNXSNANHS8TY68Y5HXDRVKEQ
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:2026-04-16
Version:v1.0.2
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
⬅️ 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
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.
You might also like
Explore more popular scrapers from our marketplace
Walmart Product Scraper API
by CoreClaw
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.
4.9
5 runs
From $1.5/results
Walmart Product Data Scraper
by CoreClaw
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.
4.7
2 runs
From $1.5/results
Walmart Product Scraper
by CoreClaw
Extract detailed product data from Walmart, including prices, SKUs, brands, ratings, reviews, seller information, nutrition facts, and product variants. Ideal for product research, price monitoring, and competitor analysis. Supports structured exports, API access, and third-party integrations.
4.7
2 runs
From $1.5/results