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Walmart Fast Product Scraper: bulk product data from search and category pages

Scrape product data from Walmart.com and Walmart.ca search and category pages - names, prices, ratings, sellers, and availability - with no Walmart API required.

What does Walmart Fast Product Scraper do?

Walmart Fast Product Scraper extracts structured product data from Walmart.com and Walmart.ca listing pages. Paste a search or category URL and it pulls every product on the page - faster than opening items one by one, and without the official Walmart API.

• ⚡ Fast by design - reads many products straight from search and category pages
• 🌎 Walmart.com and Walmart.ca - works across both storefronts
• 💰 Full pricing data - current price, was-price, unit price, and price ranges
• 🏪 Seller and availability - seller name, stock status, and fulfillment type
• 📊 Structured output - clean JSON, CSV, or Excel, ready to use

What data can you extract from Walmart?

Product data	Pricing and availability	Seller and ratings
Product name	Price and display price	Seller name and ID
Product URL	Was price and unit price	Average rating
Product and item ID	Price range	Number of reviews
Brand	Availability status	Fulfillment type
Thumbnail image	Subscription eligibility	Sponsored and badge flags

Can I scrape Walmart product listings, categories, and search results?

Yes. Walmart Fast Product Scraper works on Walmart.com and Walmart.ca search results and category pages. Paste the URLs you want and set how many products to pull from each.

How does Walmart Fast Product Scraper work?

1. Paste Walmart search or category URLs
2. The Actor opens each listing and reads the product data directly from the page
3. It keeps going up to the maxProductsPerStartUrl limit you set
4. Results stream to a dataset you can preview or export as JSON, CSV, or Excel

How to use Walmart Fast Product Scraper

1. Create a free Apify account
2. Add Walmart search or category URLs
3. (Optional) Set maxProductsPerStartUrl to cap how many products to pull per URL
4. Click Start
5. Preview or download your data from the Dataset tab

Input

Field	Type	Default	Description
startUrls	array	required	Walmart search or category page URLs to scrape, for example https://walmart.com/search?q=tshirt.
maxProductsPerStartUrl	integer	10	Maximum number of products to pull from each start URL.

{
  "startUrls": [{ "url": "https://walmart.com/search?q=tshirt" }],
  "maxProductsPerStartUrl": 10
}

What does the output look like?

Each product is one structured record:

{
  "productId": "690NATIK1K20",
  "usItemId": "533225197",
  "name": "TCL 55\" Class 4-Series 4K UHD HDR Smart Roku TV - 55S451",
  "url": "https://www.walmart.com/ip/.../533225197",
  "averageRating": 4.2,
  "numberOfReviews": 14595,
  "sellerName": "Walmart.com",
  "availability": "IN_STOCK",
  "priceInfo": {
    "price": "$248.00",
    "priceDisplay": "$248.00",
    "wasPrice": null,
    "unitPrice": null
  },
  "fulfillmentType": "STORE",
  "isSponsored": true,
  "badge": "In 200+ people's carts"
}

Why use Walmart Fast Product Scraper?

Feature	Official API or manual	Walmart Fast Product Scraper
Access	No public product API	No API or login needed
Setup	Build and maintain a scraper	Paste a URL and run
Coverage	Limited or none	Search and category pages, .com and .ca
Output	Raw HTML to parse	Structured JSON, ready to use
Scale	Rate-limited, manual	Many products per run

What can you do with Walmart data?

• Price comparison - pricing teams pull priceInfo across a category on a schedule to benchmark Walmart prices and discounts against other retailers, and flag when a rival undercuts them.
• Market research - analysts map Walmart's assortment by brand, seller, and rating to size a category and spot white space before launching a product.
• Competitor analysis - brands track where their products rank for a search term and how sellerName and price compare to rivals on the same page.
• Trend analysis - merchandising teams watch numberOfReviews, averageRating, and badges to catch fast-moving products early.

For ongoing monitoring, schedule the Actor to run daily for fast-moving categories or weekly for stable ones.

How much does Walmart Fast Product Scraper cost?

Walmart Fast Product Scraper uses Apify's pay-per-event pricing: a small fee each time a run starts, plus a per-result fee of $5.00 per 1,000 products on the free tier. That rate drops on higher plans, down to $2.00 per 1,000 products on the Business plan. Apify gives you $5 in free usage credits every month on the free plan, enough to pull around 1,000 products at no cost. See the Actor's Pricing tab for the current rate on each plan.

How do I run Walmart Fast Product Scraper via the Apify API?

curl -X POST "https://api.apify.com/v2/acts/e-commerce~walmart-fast-product-scraper/runs?token=YOUR_API_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "startUrls": [{ "url": "https://walmart.com/search?q=tshirt" }],
    "maxProductsPerStartUrl": 10
  }'

What can I integrate Walmart Fast Product Scraper with?

The Actor runs on the Apify platform, so its data plugs into the tools you already use:

• Google Sheets and Excel - export product data for analysis
• Make, Zapier, and n8n - trigger workflows when prices or stock change
• Slack - alert your team to restocks or price drops
• LangChain and MCP - feed Walmart data into AI agents and apps
• Apify API and webhooks - push results into your own database or BI tool

Limitations

• Scrapes publicly visible listing data; it does not sign in to a Walmart account.
• It does not scrape reviews - use the Walmart Reviews Scraper for that.
• Coverage depends on the current structure of Walmart.com and Walmart.ca pages.

Troubleshooting

• No results in the dataset - Make sure each start URL is a public Walmart search or category page that opens without signing in. Individual product URLs belong in the Walmart Product Detail Scraper.
• Some fields are empty - Walmart does not show every field on every listing, so values like wasPrice or unitPrice can be null. This is expected and does not fail the run.
• Fewer products than expected, or slow runs - Walmart limits heavy traffic. Keep Apify Proxy enabled, lower maxProductsPerStartUrl, or split the work across more runs.

For anything else, open an issue on the Actor's Issues tab and include your input and the run URL.

FAQ

Can I scrape Walmart without the official API?

Yes. Walmart Fast Product Scraper reads product data straight from Walmart pages, so you do not need API access or credentials.

Can I scrape both Walmart.com and Walmart.ca?

Yes. Paste search or category URLs from either storefront.

How many products can I scrape per run?

Set maxProductsPerStartUrl to control how many products are pulled from each URL. Add more URLs to scale a single run.

Can I scrape Walmart data behind a login?

No. Walmart Fast Product Scraper reads only publicly visible listing data and does not sign in to a Walmart account.

Can I get historical Walmart price data?

The Actor captures data as it appears at run time. To build a price history, schedule it to run on a regular interval and store each run's dataset.

How often should I schedule Walmart runs?

Run it daily for fast-moving categories such as electronics, and weekly for stable catalogs. For live price or stock alerts, run it hourly on a small set of URLs.

Does Walmart Fast Product Scraper scrape reviews?

No. For ratings text and customer reviews, use the Walmart Reviews Scraper.

Can I run Walmart Fast Product Scraper with the Apify API?

Yes - see the API section above. It runs like any other Apify Actor via REST.

Can I use Walmart Fast Product Scraper through an MCP server?

Yes. The Actor is callable through the Apify MCP server, so AI agents can scrape Walmart programmatically.

Is it legal to scrape Walmart?

Scraping publicly available data is generally legal, but personal data is protected by GDPR in the European Union and by other regulations elsewhere. Do not scrape personal data without a legitimate reason, and read is web scraping legal? if you are unsure.

Related Actors

• 🛒 E-commerce Scraping Tool - get product data from Walmart, Amazon, eBay, and any other e-commerce site
• ⭐ Walmart Reviews Scraper - collect ratings and customer reviews from Walmart

Changelog

0.0.1

• Initial release: scrape Walmart.com and Walmart.ca search and category pages, cap results per start URL with maxProductsPerStartUrl, and export to JSON, CSV, or Excel.

Your feedback

Found a bug or want a field added? Open an issue on the Issues tab - we read every one.