Walmart Scraper - Pay Per Event

by SilentFlow

Pay only for the data you get! Proxies included, no compute costs.

Extract Walmart product data at scale — prices, ratings, specifications, seller info, reviews, variants, and fulfillment details from search results, category pages, and product detail pages.

✨ Why use this scraper?

• 💰 Pay per result: No compute costs — only pay for data you get
• 🌐 Proxies included: No need to configure or pay for proxies separately
• 🔗 No login required: Scrape any public Walmart page without an account or API key
• 🔍 Smart URL detection: Paste any Walmart URL (product, search, category, browse) and the scraper automatically detects the page type
• 📦 50+ data fields: Prices, specs, highlights, rating distribution, seller ratings, return policy, variants, fulfillment options, and more
• ⚡ Flexible depth: Quick listing-only mode or full detail enrichment with specs, images, reviews, and descriptions

🎯 Use cases

Industry	Application
E-commerce	Monitor competitor pricing, stock availability, and promotions on Walmart
Price Intelligence	Track price drops, rollbacks, and savings across thousands of products
Market Research	Analyze product ratings, review sentiment, and category trends
Brand Monitoring	Track how your products appear on Walmart — pricing, seller info, badges
Retail Analytics	Compare fulfillment options (shipping, pickup, delivery) by zip code
Product Catalog	Build databases with UPC, GTIN, specs, variants, and high-res images

📥 Input parameters

What to scrape

Parameter	Type	Description
urls	array	Walmart URLs to scrape — product (/ip/), search (/search), category (/cp/), or browse (/browse/) pages. The scraper auto-detects the page type.

Search

Parameter	Type	Description
search	string	Search keyword (e.g., "laptop", "organic coffee")
zipCode	string	US zip code for location-specific pricing (e.g., "10001")
sort	string	Sort order: best_match (default), price_low, price_high, best_seller, new

Limits

Parameter	Type	Description
maxItems	integer	Maximum number of results to return (default: 100)

Options

Parameter	Type	Description
includeDetails	boolean	Enrich each result with full detail page data — specs, all images, description, highlights (default: true)
includeReviews	boolean	Extract customer reviews and rating distribution from the detail page (default: false). Requires includeDetails: true.

Advanced

Parameter	Type	Description
requestTimeout	integer	Request timeout in seconds (default: 30)
debugMode	boolean	Enable detailed logs (default: false)

📊 Output data

Product example (includeDetails: true, includeReviews: true)

{
  "id": "534CYZYB3Q8S",
  "usItemId": "298121534",
  "productId": "ABC123",
  "url": "https://www.walmart.com/ip/Lenovo-IdeaPad-3-15-Laptop-Intel-Core-i5/298121534",
  "sku": "298121534",
  "upc": "196802437615",
  "gtin13": "0196802437615",
  "model": "82X700EDUS",
  "manufacturerProductId": "82X700EDUS",
  "name": "Lenovo IdeaPad 3 15\" Laptop, Intel Core i5, 8GB RAM, 256GB SSD",
  "brand": "Lenovo",
  "brandUrl": "/c/brand/lenovo",
  "manufacturer": "LENOVO",
  "productType": "Laptop Computers",
  "shortDescription": "Everyday laptop with Intel Core i5 processor and 256GB SSD storage",
  "description": "The Lenovo IdeaPad 3 delivers reliable performance for everyday computing...",
  "highlights": [
    {"name": "Processor", "value": "13th Gen Intel Core i5-1335U"},
    {"name": "RAM", "value": "8GB DDR4"},
    {"name": "Storage", "value": "256GB PCIe SSD"},
    {"name": "Display", "value": "15.6\" FHD IPS"}
  ],
  "price": 349.00,
  "currency": "USD",
  "priceString": "$349.00",
  "wasPrice": 449.00,
  "savingsAmount": 100.00,
  "pricePerUnit": null,
  "priceRange": "Options from $349.00 – $549.00",
  "minPrice": 349.00,
  "maxPrice": 549.00,
  "memberPrice": null,
  "subscriptionPrice": null,
  "subscriptionEligible": false,
  "conditionPriceRange": null,
  "availability": "IN_STOCK",
  "preOrder": false,
  "imageUrl": "https://i5.walmartimages.com/seo/Lenovo-IdeaPad-3-laptop.jpg",
  "images": [
    "https://i5.walmartimages.com/seo/Lenovo-IdeaPad-3-laptop.jpg",
    "https://i5.walmartimages.com/seo/Lenovo-IdeaPad-3-angle.jpg",
    "https://i5.walmartimages.com/seo/Lenovo-IdeaPad-3-keyboard.jpg"
  ],
  "averageRating": 4.5,
  "numberOfReviews": 338,
  "ratingDistribution": {"1": 12, "2": 8, "3": 20, "4": 55, "5": 243},
  "sellerName": "Walmart.com",
  "sellerDisplayName": "Walmart.com",
  "sellerId": "F55CDC31AB754BB68FE0B39041159D63",
  "sellerType": "INTERNAL",
  "sellerRating": 4.5,
  "sellerReviewCount": 2,
  "hasSellerBadge": false,
  "additionalOfferCount": 10,
  "fulfillment": {
    "type": "FC",
    "shipping": "Free shipping, arrives by Thu, Apr 3",
    "pickup": "Pickup available",
    "delivery": "Delivery available"
  },
  "shippingPrice": 0,
  "wfsEnabled": false,
  "returnPolicy": {
    "returnable": true,
    "freeReturns": true,
    "returnDays": 30,
    "returnText": "Free 30-day returns"
  },
  "categories": ["Electronics", "Computers", "Laptops", "All Laptops"],
  "categoryPath": "0:3944:1089430:3951:132960",
  "specifications": [
    {"group": "Processor", "name": "Processor Type", "value": "Intel Core i5-1335U"},
    {"group": "Processor", "name": "Processor Speed", "value": "1.3 GHz"},
    {"group": "Memory", "name": "RAM", "value": "8 GB DDR4"},
    {"group": "Storage", "name": "Hard Drive Capacity", "value": "256 GB SSD"}
  ],
  "variantCount": 3,
  "variants": [
    {"name": "Hard Drive Capacity", "values": ["256GB", "512GB", "1TB"]},
    {"name": "Color", "values": ["Arctic Grey", "Abyss Blue"]}
  ],
  "badges": ["ROLLBACK"],
  "sponsored": false,
  "snapEligible": false,
  "fsaEligible": false,
  "giftEligible": true,
  "freeWarranty": false,
  "warnings": [],
  "ingredients": null,
  "warranty": "1-Year Manufacturer Warranty",
  "reviews": [
    {
      "reviewId": "r29384756",
      "rating": 5,
      "title": "Great laptop for the price",
      "text": "Works perfectly for my needs. Fast boot time, smooth multitasking, and the display is crisp.",
      "author": "WalmartCustomer",
      "date": "03/15/2026",
      "verifiedPurchase": true,
      "positiveFeedback": 12,
      "negativeFeedback": 1,
      "photos": 2,
      "syndicationSource": null
    }
  ],
  "scrapedAt": "2026-03-30T14:25:00Z",
  "dataType": "product"
}

🗂️ Data fields

Category	Fields
Identity	id, usItemId, productId, url, sku, upc, gtin13, model, manufacturerProductId
Product info	name, brand, brandUrl, manufacturer, productType, shortDescription, description, highlights
Pricing	price, currency, priceString, wasPrice, savingsAmount, pricePerUnit, priceRange, minPrice, maxPrice, memberPrice, subscriptionPrice, subscriptionEligible, conditionPriceRange
Availability	availability, preOrder
Images	imageUrl, images
Ratings	averageRating, numberOfReviews, ratingDistribution
Seller	sellerName, sellerDisplayName, sellerId, sellerType, sellerRating, sellerReviewCount, hasSellerBadge, additionalOfferCount
Fulfillment	fulfillment, shippingPrice, wfsEnabled
Returns	returnPolicy
Categories	categories, categoryPath
Specs & Variants	specifications, variantCount, variants
Badges & Flags	badges, sponsored, snapEligible, fsaEligible, giftEligible, freeWarranty
Extras	warnings, ingredients, warranty
Reviews (opt.)	reviews (reviewId, rating, title, text, author, date, verifiedPurchase, positiveFeedback, negativeFeedback, photos, syndicationSource)
Meta	scrapedAt, dataType

🚀 Examples

Search for laptops sorted by price

{
  "search": "laptop",
  "sort": "price_low",
  "maxItems": 50
}

Scrape a specific product page with reviews

{
  "urls": [
    {"url": "https://www.walmart.com/ip/Lenovo-IdeaPad-3-Laptop/298121534"}
  ],
  "includeDetails": true,
  "includeReviews": true
}

Browse a category with zip code pricing

{
  "urls": [
    {"url": "https://www.walmart.com/cp/tvs/1060825"}
  ],
  "zipCode": "90210",
  "maxItems": 200
}

Quick listing-only search (no detail enrichment)

{
  "search": "organic coffee",
  "includeDetails": false,
  "maxItems": 100
}

💻 Integrations

Python

from apify_client import ApifyClient

client = ApifyClient("YOUR_API_TOKEN")

run_input = {
    "search": "laptop",
    "sort": "price_low",
    "maxItems": 50,
    "includeDetails": True,
}

run = client.actor("silentflow/walmart-scraper-ppe").call(run_input=run_input)

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["name"], item["priceString"], item["averageRating"])

JavaScript

import { ApifyClient } from 'apify-client';

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

const run = await client.actor('silentflow/walmart-scraper-ppe').call({
    search: 'laptop',
    sort: 'price_low',
    maxItems: 50,
    includeDetails: true,
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach(item => console.log(item.name, item.priceString, item.averageRating));

📈 Performance & limits

Metric	Value
Items per search page	~40-60 listings
Speed (listing only)	~200-400 items/min
Speed (with details)	~20-40 items/min
Default memory	256 MB
Default timeout	30 seconds per request

💡 Tips for best results

1. Start with listing-only mode: Set includeDetails: false for fast bulk scraping. Enable details only when you need specs, full images, or descriptions.
2. Use zip codes for accurate pricing: Walmart prices vary by location. Set zipCode to get the exact prices your customers see.
3. Combine search and sort: Use sort: price_low or sort: best_seller to get the most relevant results first.
4. Reviews require details: includeReviews: true automatically enables includeDetails since reviews come from the detail page — no extra requests needed.
5. Use maxItems to control costs: Set a reasonable maxItems limit to avoid scraping more data than you need.
6. Paste any Walmart URL: The scraper auto-detects product pages (/ip/), search pages (/search), category pages (/cp/), and browse pages (/browse/).

❓ FAQ

Q: Can I scrape search results and product pages in the same run? A: Yes. Add both search keywords via search and specific product URLs via urls — they'll all be processed in the same run.

Q: What's the difference between listing-only and detail mode? A: Listing-only (includeDetails: false) returns core data like price, rating, seller, and availability from search/category pages. Detail mode adds full descriptions, specifications, all images, variants, highlights, and return policy from each product's detail page.

Q: How does zip code pricing work? A: Set the zipCode parameter to a US zip code (e.g., "10001" for New York). The scraper will return prices and fulfillment options specific to that location.

Q: What happens if the site blocks requests? A: The scraper automatically retries with a fresh session. If all attempts fail for a specific item, it's skipped and the rest of the run continues.

Q: Can I get all reviews for a product? A: The scraper extracts the reviews available on the product detail page, including top positive and negative reviews, rating distribution, and review aspects.

📬 Support

Need help? We're here for you:

• Feature requests: Let us know what you need
• Custom solutions: Contact us for enterprise integrations or high-volume needs

Check out our other scrapers: SilentFlow on Apify