Walmart Product Scraper: prices, was-prices, ratings and sellers for any keyword or category

Scrape Walmart product data from walmart.com keyword search and category pages into one flat table: price, was-price and discount, price range across options, unit price, rating, review count, seller and whether Walmart itself sells it, stock status, other-seller count and category path. No login, no browser, no proxy setup. $3.00 per 1,000 products, and you pay only for products delivered.

What does this Walmart scraper do?

• Searches Walmart by keyword and returns every product tile on the pages it reads, up to 1,000 per keyword (about 40 to 60 per page).
• Reads category, browse and filtered search URLs you paste from your browser (/browse/..., /shop/..., /cp/..., /search?...). The URL's own filters and sort order are kept; only the page number changes.
• Removes duplicates. Walmart repeats items across pages and lists some items both as an ad and as an organic result. The max you set counts unique products, and you are charged once per product.
• Leaves ads out by default. An item that is also an organic result is kept as organic. Include ads with one switch and they come flagged sponsored: true.
• Tells Walmart from marketplace sellers. Every row carries the seller name and id and a soldByWalmart flag, so you can split first-party prices from third-party ones.

Who uses it

• Price monitoring. Schedule a daily run on your keywords or a category and track price, was-price and discount over time.
• Brands and Walmart Marketplace sellers. See who sells in your category, at what price, with what rating, and whether Walmart itself competes on the item.
• Retail arbitrage and resellers. Find discounted items (discountPct) with strong ratings and review counts.
• Market and assortment research. Pull a whole category with ratings, review counts and category paths to size a niche.
• AI agents. Call it as an MCP tool and get typed JSON back (see below).

How much does it cost to scrape Walmart?

Pay per event: $0.003 per product delivered (product-scraped), plus Apify's platform rows (about $0.00005 per run start and per result). You do not pay for run time, proxies or compute.

What you scrape	Products	Cost
One keyword, one results page (the prefilled run)	40	$0.12
One keyword, 500 products	500	$1.50
1,000 products from any mix of keywords and categories	1,000	$3.00
Ten keywords, 300 products each	3,000	$9.00

The table shows the Free-plan price. On Apify's paid plans each product costs less: $2.75 per 1,000 on Bronze, $2.50 on Silver, $2.25 on Gold and above.

To cap a run, set Max cost per run in the run options: the run delivers what fits and stops, and never charges past it.

How to scrape Walmart products

1. Click Try for free (or Start). The input is prefilled with the keyword air fryer and 40 products, so one click returns data.
2. Replace it with your own keywords or category URLs.
3. Run it, then download the results as JSON, CSV, Excel, XML or HTML, or read them through the Apify API, a schedule, or an integration (Make, Zapier, n8n, Google Sheets, webhooks).

Input

Field	What it does
searchQueries	Keywords to search on walmart.com, e.g. air fryer.
categoryUrls	Search, browse or shop URLs copied from your browser, e.g. https://www.walmart.com/browse/home/air-fryers/4044_90548_90546_4824_9960466. Product pages (/ip/) are not accepted here.
maxItemsPerQuery	Most unique products per keyword or URL, 1 to 1,000.
includeSponsored	Include ad tiles, always flagged sponsored: true. Default off.

Example input:

{
  "searchQueries": ["air fryer", "tv"],
  "categoryUrls": [{ "url": "https://www.walmart.com/browse/home/air-fryers/4044_90548_90546_4824_9960466" }],
  "maxItemsPerQuery": 200
}

Output

One record per unique product (a real row from a run on 2026-10-18):

{
  "itemId": "5144605607",
  "productId": "36NA6O86BHMV",
  "url": "https://www.walmart.com/ip/5144605607",
  "title": "Ninja Air Fryer Pro XL 5-Qt, 3-in-1, 400°F Air Crisp Technology, Nonstick Crisper Plate, AF140 Black",
  "brand": null,
  "imageUrl": "https://i5.walmartimages.com/seo/Ninja-Pro-XL-5-qt-Air-Fryer-Black-Automatic-Shutoff_17260726-27fd-40a6-b347-67616dc68f04.963b41a992020f3d2d638bae5d43ce7c.jpeg",
  "price": 79.97,
  "wasPrice": null,
  "discountPct": null,
  "priceMin": 79.97,
  "priceMax": 99,
  "unitPrice": null,
  "currency": "USD",
  "rating": 4.6,
  "reviewCount": 7412,
  "seller": "Walmart.com",
  "sellerId": "F55CDC31AB754BB68FE0B39041159D63",
  "soldByWalmart": true,
  "availability": "IN_STOCK",
  "sponsored": false,
  "categoryPath": ["Home", "Appliances", "Kitchen Appliances", "Fryers", "Air Fryers", "Ninja Air Fryers"],
  "additionalOfferCount": 12,
  "position": 10,
  "page": 1,
  "source": "search:air fryer",
  "scrapedAt": "2026-10-18T07:24:51.405Z"
}

• price is what the tile shows a signed-out shopper, the discounted price when there is one. wasPrice is the struck-through price, filled only when it is above price (a row from the same run: 44.96, was 49.96, discountPct: 10).
• priceMin and priceMax are the ends of the price range across the item's options (sizes, colours), when the tile shows one. unitPrice is as Walmart prints it, e.g. $3.71/l.
• additionalOfferCount is how many other sellers offer the same item, when Walmart reports it.
• categoryPath is the path Walmart attaches to the tile. Some tiles carry a merchandising path (for example Services > Immersive Shopping Suite) instead of the product taxonomy; it is reported as found.
• position and page are the rank as Walmart ordered the results.
• Unknown values are null, never 0: a product with no rating is not a product rated 0.

Each run also writes a summary to the key-value store under OUTPUT: priceCompleteness (share of products that came back with a price), degradedSources (any keyword or URL that failed, so an empty result is told apart from a failed one), rejectedUrls (pasted URLs that are not Walmart list pages) and counts per source.

Why this Walmart scraper

• Measured. Price completeness is reported on every run. In our test runs on the platform (2026-10-18): air fryer, 40 products, 100% priced; tv plus a category URL, 240 unique products over 7 pages, 98% priced, nothing degraded.
• Fast and light. No browser: one request returns a whole results page. A 40-product run takes about 10 seconds.
• Unique products, charged once. Duplicates across pages, keywords and URLs, and ad copies of organic items, are removed before delivery and before charging.
• First-party vs marketplace. seller, sellerId, soldByWalmart and additionalOfferCount on every row, from the search page itself, with no extra request per product.
• Same schema as our Amazon Actor. Field names match where the two overlap, so one pipeline reads both.

Use it from an AI agent (MCP) or the API

The actor is callable as an MCP tool through Apify's MCP server. Example prompts:

"Find the 100 best-rated air fryers on Walmart under $80, and say which ones Walmart sells itself."

"List discounted TVs on Walmart with their was-price and discount percentage."

From code, one HTTP call runs it and returns the products:

curl -X POST "https://api.apify.com/v2/acts/atlasdataworks~walmart-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"searchQueries": ["air fryer"], "maxItemsPerQuery": 40}'

FAQ

Is it legal to scrape Walmart? This actor reads only public search and category pages that anyone can open without signing in, and collects product data, not personal data. Whether your use is allowed depends on your jurisdiction and purpose; check with a lawyer if you are unsure.

Does it return product detail pages, specs or reviews? Not yet. This actor reads search and category results, which carry price, was-price, rating, review count, seller and stock for every tile. brand, specs and the full description come from the item page, which is the next feature; until then brand is null. Review text is not collected: it carries reviewer names, and this actor collects no personal data.

Which Walmart site? walmart.com (United States), prices in USD.

Do I need a proxy, cookies or a Walmart account? No. Access is included in the price.

Can I monitor prices on a schedule? Yes. Save your input as a task and add an Apify schedule; each run is a new dataset you can compare with the last.

Something broke or a field is missing. Open an issue on the actor's Issues tab. Walmart changes its pages; reports get fixed.

Also from Atlas DataWorks

• Amazon Product Scraper: search, Best Sellers and ASIN detail in one run, the same $3.00 per 1,000.
• AliExpress Search Scraper: prices, exact orders and delivery dates for any keyword, priced for your market, $3.00 per 1,000.

Limits

• Search and category pages only: no item-page detail, specs, brand or reviews yet (see the FAQ).
• Up to 1,000 products per keyword or URL, and at most 25 result pages; for more, split by category or narrower keywords.
• walmart.com only; prices are what a signed-out US shopper sees at run time.