Walmart Scraper: Export Products, Prices, Sellers and Reviews
Walmart.com is the largest US retailer online and one of the biggest marketplaces after Amazon: alongside Walmart's own stock, thousands of third-party sellers offer millions of products, from groceries and electronics to home goods and toys. Walmart prices, availability and seller offers are a key reference for brands, retailers and marketplace sellers in the US.
We collect Walmart data from search results, categories with your filters, seller pages or a list of item URLs, and deliver it as Excel, CSV, JSON, XML or an API feed, one-time or on a schedule.
Walmart Data We Extract
| Data group | Fields |
|---|---|
| Product | Title, Walmart item ID, URL, brand, category path, description, specifications |
| Identifiers | UPC, model number, manufacturer part number (MPN) where published |
| Price | Current price, was price, price per unit, Rollback, Clearance and Reduced price labels |
| Seller and fulfillment | Sold by Walmart or a marketplace seller, seller name and rating, shipping, pickup and delivery options and dates |
| Availability | In stock or out of stock, store-level availability for a ZIP code or store |
| Variants | Size, color, pack count and other options, each with its own price and stock |
| Reviews | Average rating, number of reviews, review texts when needed |
| Media | All image URLs |
Scraping Walmart Search Results With Filters
The easiest way to define exactly which products you need is to use Walmart's own filters. Search or open a category on walmart.com, apply the filters you want, such as brand, price range, customer rating, "sold by Walmart" or fulfillment speed, and send us the resulting URL. Our scraper keeps every filter and the sort order from the URL and collects all pages of the results.
This also reduces cost and time: instead of scraping a whole category and filtering afterwards, only the products you actually need are collected.
Case Study: 20,000 High-Quality Products Out of a Million
A client asked us for 20,000 high-quality Walmart products to import into their store. "High-quality" meant products with enough good reviews and reliable sellers, and that turned out to be the hard part: to find 20,000 such items we had to look at 500,000 to 1,000,000 products.
- Step 1, filtered categories. We first collected product URLs from category pages opened with filters applied in the browser (rating, price, seller). This cut requests to unwanted products, but someone had to prepare every filtered URL by hand.
- Step 2, sitemaps. To scale, we switched to Walmart's sitemaps, listed in walmart.com/robots.txt. They are split by topic (products, categories, brands and more), have a deep hierarchy and are delivered as gzip-compressed XML. Our scraper walks the whole tree and extracts every product URL.
- Step 3, quality filter. After scraping the product pages, we filtered items by rating, number of reviews and seller rating and delivered the 20,000 best products with all fields and images.
The same approach works for any large Walmart project: collect broadly through sitemaps, then filter by the quality signals you care about.
Store and ZIP Code Prices
Walmart shows prices, availability and delivery options for a selected store or ZIP code, and they can differ between locations. Tell us which ZIP codes or stores matter to you and we will collect each location separately and mark it in the data. This is essential for grocery and household categories, where local prices vary most.
Walmart API or Scraping?
Walmart offers APIs for its marketplace sellers (to manage their own listings, orders and inventory) and for affiliate partners. If you only need data about your own items as a seller, the Marketplace API is the right tool. Scraping is used when you need market-wide data the APIs do not give you in a ready form: competitor prices and sellers, full categories, search rankings, reviews or store-level availability.
What to Know About Scraping Walmart
Walmart uses strong bot protection, including the well-known "press and hold" challenge, so a simple script gets blocked quickly. We handle this with browser-based collection, careful request rates and residential proxies, and we agree volume and frequency with you in advance. We collect public product and offer data only, not personal data of customers or sellers.
How Teams Use Walmart Data
- Price monitoring of your products and competitors, including Rollback and Clearance periods. See our price monitoring service.
- Marketplace seller analysis: who sells your brand, at what price, and with which fulfillment.
- Product sourcing and dropshipping: find products with strong reviews and import them with images and variants.
- Catalog matching by UPC for retailers and data teams. See our guide to UPC scraping.
- Assortment and search rank tracking in key categories.
Example of a Walmart Product Record
| Field | Example value |
|---|---|
| item_id | 123456789 |
| title | Stainless Steel Electric Kettle, 1.7 L |
| brand / upc | ExampleBrand / 012345678905 |
| price / was_price | 24.97 / 34.99 |
| price_label | Rollback |
| sold_by | Walmart.com |
| fulfillment | Pickup today, delivery tomorrow |
| rating / reviews | 4.6 / 2,315 |
| zip_code | 72712 |
The values are an illustration of the format, not real listing data.
Delivery Formats
Walmart data is delivered as Excel, CSV, JSON or XML, as a ready Shopify or WooCommerce import file, or through an API. One-time exports and daily or weekly feeds are both available. See our free data samples.
Related Scrapers
- Amazon scraper
- Costco scraper
- Sam's Club scraper - Walmart's warehouse club
- Home Depot scraper
- All supported websites
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Frequently Asked Questions
Can you scrape Walmart search results with filters applied?
Yes. Apply brand, price, rating, seller or fulfillment filters on walmart.com and send us the URL. The scraper keeps all filters and sorting and collects every page of the results.
Is there a Walmart API for product data?
Walmart has APIs for marketplace sellers and affiliate partners. Sellers can manage their own listings through the Marketplace API. For market-wide data such as competitor prices, categories and reviews, scraping public pages is used.
Can you get Walmart prices for a specific ZIP code or store?
Yes. We set the ZIP code or store before collecting data and repeat it for each location you need.
Can you scrape Walmart UPC codes?
Yes, UPC and model numbers are collected when Walmart publishes them on the product page, which is the case for most products.
Can you separate Walmart's own offers from marketplace sellers?
Yes. Every product includes who sells it, the seller rating and the fulfillment type, so you can filter Walmart-sold items from third-party offers.
How many Walmart products can you scrape?
From a few hundred to millions. For very large projects we collect product URLs from Walmart's sitemaps and then scrape and filter the product pages.
Request a Walmart Scraper Estimate
Send Walmart search or category URLs with your filters, the ZIP codes you need, the fields and the update frequency. We will send a sample and a proposal.