Walmart Product Scraper

Scrape product data from Walmart.com — search the catalog by keyword or get full details for any product page. Extract prices, ratings, reviews, availability, seller information, and more.

Lightweight HTTP-only scraper — no browser overhead. Fast and cost-efficient.

What data do you get?

Each product record includes:

Field	Type	Description
productId	string	Walmart product ID
title	string	Product name
price	number	Current price in USD
originalPrice	number	Price before discount (if on sale)
rating	number	Average customer rating (0–5)
reviewCount	integer	Number of customer reviews
url	string	Product page URL
imageUrl	string	Product image URL
brand	string	Brand name
inStock	boolean	Whether the item is in stock
seller	string	Seller name (Walmart or third-party)

Input parameters

Parameter	Type	Required	Default	Description
action	string	Yes	search	search to find products, product to get details for a specific item, category to browse a category page
query	string	For search	laptop	Search keywords
url	string	For product/category	—	Walmart product or category page URL
maxItems	integer	No	5	Maximum products to return (1–500)
proxyConfiguration	object	No	Apify proxy	Proxy settings. Residential proxies strongly recommended.

Example: Search products

{
    "action": "search",
    "query": "wireless headphones",
    "maxItems": 30,
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": ["RESIDENTIAL"]
    }
}

Example: Get product details

{
    "action": "product",
    "url": "https://www.walmart.com/ip/Apple-AirPods-Pro-2nd-Generation/1752657021"
}

Example output

{
    "productId": "1752657021",
    "title": "Apple AirPods Pro (2nd Generation) with MagSafe Case (USB-C)",
    "price": 189.99,
    "originalPrice": 249.00,
    "rating": 4.7,
    "reviewCount": 18420,
    "url": "https://www.walmart.com/ip/1752657021",
    "imageUrl": "https://i5.walmartimages.com/...",
    "brand": "Apple",
    "inStock": true,
    "seller": "Walmart.com"
}

Using the Apify API

from apify_client import ApifyClient

client = ApifyClient("YOUR_API_TOKEN")

run = client.actor("cryptosignals/walmart-scraper").call(run_input={
    "action": "search",
    "query": "gaming laptop",
    "maxItems": 20,
    "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"],
    },
})

for product in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(f"${product['price']} — {product['title']}")

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: 'YOUR_API_TOKEN' });

const run = await client.actor('cryptosignals/walmart-scraper').call({
    action: 'search',
    query: 'gaming laptop',
    maxItems: 20,
    proxyConfiguration: {
        useApifyProxy: true,
        apifyProxyGroups: ['RESIDENTIAL'],
    },
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach(p => console.log(`$${p.price} — ${p.title}`));

Anti-bot protection and proxies

Walmart uses PerimeterX bot detection that blocks datacenter IP addresses immediately. Residential proxies are required for this actor to return results.

Configure residential proxies in your input:

{
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": ["RESIDENTIAL"]
    }
}

For external proxy providers, ThorData offers 200M+ rotating residential IPs across 195 countries — proven to bypass Walmart's PerimeterX protection with high success rates.

How it works

This scraper uses pure HTTP requests (no browser) for speed and efficiency. It extracts product data from Walmart's __NEXT_DATA__ JSON embedded in page source. If bot detection blocks the main approach, it falls back to Walmart's autocomplete API for product suggestions.

Cost

Pay-per-event pricing — you are charged per product result returned.

Related scrapers

• Amazon Scraper — Amazon product data and reviews
• eBay Scraper — eBay listings and prices
• Shopify Scraper — Shopify store products
• Etsy Scraper — Handmade and vintage marketplace

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