Walmart Product & Local Store Scraper

What does Walmart Product & Local Store Scraper do?

Walmart Product & Local Store Scraper extracts structured product data, physical store-bound shelf prices, local inventory, in-store aisle locations, seller details, technical specifications, nutrition facts, and paginated customer reviews from Walmart US (walmart.com, USD) and Walmart Mexico (walmart.com.mx, MXN) without needing an official API.

Provide keyword searches, category or browse URLs, curated shop/landing pages, the Walmart homepage, or direct product URLs and item IDs. Each unique product is saved as a single clean dataset record, with optional full product details and up to 1,000 customer reviews nested directly inside the product row. Unsupported regional domains (such as walmart.ca) and non-catalog account links are skipped with an explicit warning.

What makes this Walmart scraper unique?

Most Walmart scrapers in the Apify Store only capture generic national prices from search results or require you to chain multiple separate Actors for search, product details, and reviews. Walmart Product & Local Store Scraper is built for store-accurate retail intelligence in a single workflow:

Capability	Typical Store Walmart Actors	This Actor (walmart-product-scraper)
Physical Store Price & Inventory Binding	Generic online prices or ignored location parameters	Resolves and binds an actual Walmart store by US ZIP code / Store ID or Mexico postal code / Store ID, verifying that returned prices and stock match that store
In-Store Aisle & Fulfillment Details	Rarely extracted or limited to basic stock flags	Extracts physical in-store aisle locations (e.g., "A32", "G5"), fulfillmentType (STORE, FC, MARKETPLACE), pickup/delivery/shipping eligibility, and full store address/hours
Products + Details + Reviews in One Run	Split across separate Search, Detail, and Review Actors	Combines fast listing discovery, full product detail enrichment, and up to 1,000 nested customer reviews per product in one Actor
US & Mexico Dual-Market Support	US-only or requires separate regional scrapers	Supports both Walmart US (walmart.com, USD) and Walmart Mexico (walmart.com.mx, MXN), preserving leading zeros on Mexican item IDs
Discovery Beyond Keyword Search	Restricted to keyword search or direct /ip/ URLs	Supports keywords, /search, /browse, /cp, /shop, /c, /ip, bare item IDs, /store/{id}, and the Walmart homepage
Grocery, Unit Price & Barcode Depth	Package price only; missing barcodes or nutrition	Normalizes unitPrice (e.g., 2.0 ¢/fl oz → 0.02), unit, sizeText, isHouseBrand, 12-digit UPC, 14-digit GTIN, ingredients, and nutritionFacts
1P vs. 3P Seller & WFS Attribution	Seller name only (often missing on 1P items)	Captures sellerName, sellerId, catalogSellerId, isWalmartSold, and Walmart Fulfillment Services (wfsEnabled) status
Verifiable Completion & Review Provenance	Silent truncation when pagination or review limits hit	Writes PAGINATION_SUMMARY completion reports and per-product reviewStatus, reviewStopReason, and reviewPoolId
Pay-Per-Event Cost Control	Flat rate regardless of data depth	Low $0.006 basic listing rate; only pay for full details ($0.03) or returned reviews ($0.002) when requested, never double-charging basic and detailed events

Why scrape Walmart?

• Hyper-Local Store & ZIP Price Audits: Compare shelf prices, rollbacks, and stock availability across specific US ZIP codes, Mexican postal codes, or exact Walmart Supercenter store numbers.
• Grocery & CPG Assortment Benchmarking: Track unit prices (¢/fl oz, $/oz), package sizes, ingredients, nutrition panels, and Walmart private-label house brands (Great Value, Marketside, Equate, Mainstays, Sam's Choice, Bettergoods).
• 1P vs. 3P Marketplace Seller Intelligence: Identify whether Walmart or a third-party seller owns the offer, verify Walmart Fulfillment Services (wfsEnabled) adoption, and monitor catalog barcode coverage (upc and gtin).
• In-Store Merchandising & Availability Tracking: Audit exact physical aisle placements (such as "A32" or "K1") alongside curbside pickup, local delivery, and shipping availability.
• Voice-of-Customer & Sentiment Analysis: Collect up to 1,000 full customer reviews per product—including review text, star ratings, verified-purchase badges, helpful votes, customer photos, and variant review pool provenance.

What data can Walmart Product & Local Store Scraper extract?

Field	Type	Description
usItemId	String	Walmart catalog item ID (preserved as a string, including Mexican leading zeros)
upc / gtin	String	12-digit UPC and 14-digit GTIN barcodes (populated when details are enabled)
title / brand	String	Product name and brand name (plus isHouseBrand boolean flag)
url / sourceUrl	String	Canonical product URL on the source market and original input seed URL
price / regularPrice	Number	Current store-bound price and prior/comparison price in USD or MXN
isOnSale / discountPercent	Boolean / Number	Rollback/discount indicator, discountAmount, and percentage savings
unitPrice / unit	Number / String	Normalized price per unit (e.g., 0.02 per fl oz), unitPriceDisplay, and sizeText
inStock / aisle	Boolean / String	Stock availability and physical in-store aisle location (e.g., "A32", "G5")
fulfillment / fulfillmentType	Object / String	pickup, delivery, and shipping booleans plus classification (STORE, FC, MARKETPLACE)
seller	Object	sellerName, sellerId, catalogSellerId, isWalmartSold, and wfsEnabled
storeLocation	Object	Resolved physical store (storeId, storeName, address, ZIP, coordinates, distance, hours)
rating / reviewCount	Number	Average customer star rating and total rating count
reviews / reviewStatus	Array / String	Nested customer review records, reviewsFetched, reviewStopReason, and reviewPoolId
specifications / variants	Object / Array	Key-value technical specifications, descriptionHtml, and variant options (usItemId, name, price, inStock)
ingredients / nutritionFacts	String / Object	Full ingredient statement and structured nutrition facts panel (when supplied by Walmart)

8–15 of the most commonly used fields are summarized above. See the Output section below and the Output tab for the complete schema, including all 51 product fields and 17 nested review fields.

How to scrape Walmart

1. Create a free Apify account if you don't have one.
2. Open Walmart Product & Local Store Scraper and click Try for free.
3. Add your Walmart URLs in Start URLs, enter keywords in Search queries, or paste product IDs in Direct Item IDs.
4. Set your target location using ZIP code (zipCode) or Store ID override (storeId) for the US, or select MX in Market with a Mexico postal code (mexicoPostalCode).
5. Set Maximum items (maxItems) to cap your run, and optionally toggle Enrich with full product details (getProductDetails) or Include product reviews (getProductReviews).
6. Click Start and download your results from the Dataset tab in JSON, CSV, Excel, or HTML format.

How much will it cost?

Pay-per-result pricing — charged per item scraped, not per compute unit. Each product row is billed as either a Basic product or a Detailed product, never both.

Event pricing

Event	Free / Standard Tier	Gold Tier & Above	Description
Basic product (walmart-basic-item)	$0.006 / product ($6 / 1K)	$0.004 / product ($4 / 1K)	One product extracted from a search, category, home, or overview listing without detail enrichment
Detailed product (walmart-detailed-item)	$0.03 / product ($30 / 1K)	$0.02 / product ($20 / 1K)	One product enriched with full product page details (replaces the basic-product charge on that row)
Returned review (walmart-review)	$0.002 / review ($2 / 1K)	$0.00133 / review ($1.33 / 1K)	One unique customer review included in a product's reviews array (charged in addition to the detailed product)
Actor start (apify-actor-start)	$0.05 / GB	$0.03333 / GB	One-time startup fee per GB of allocated memory (minimum one event)

Approximate results by plan

Plan	Credits	Approx. Basic Products	Approx. Detailed Products
Free	$5/mo	~825 products	~165 products
Starter ($49/mo)	$49/mo	~8,150 products	~1,630 products
Scale ($199/mo)	$199/mo	~39,000+ products	~7,800+ products
Business ($999/mo)	$999/mo (Gold rates)	~249,700 products	~49,900 products

Cost examples at 1 GB memory on the Standard tier: 100 basic search products cost $0.65 ($0.05 start + $0.60 items). 100 detailed products with 20 returned reviews each cost $7.05 ($0.05 start + $3.00 detailed products + $4.00 for 2,000 reviews).

Input

See the Input tab for the full schema. Key fields:

Parameter	Type	Default	Description
startUrls	Array	[]	Walmart US (walmart.com) or Mexico (walmart.com.mx) search, category, browse, shop, home, store, or product URLs (up to 5,000)
maxItems	Number	50	Maximum total unique products to extract across all queries, URLs, and markets (1–5000)
getProductDetails	Boolean	false	Enrich discovered listing products with full product page details (upc, gtin, aisle, specifications, nutritionFacts, variants). Direct product URLs and itemIds always return full details
getProductReviews	Boolean	false	Fetch individual customer reviews (automatically enables getProductDetails)
maxReviewsPerProduct	Number	20	Maximum unique reviews nested per product when getProductReviews is enabled (1–1000)
maxReviewPagesPerProduct	Number	10	Maximum review pages attempted per product (1–50)
searchQueries	Array	[]	Keywords to search in the selected market (up to 100 queries)
itemIds	Array	[]	Direct Walmart item IDs in the selected market (up to 5,000; always enriched with full details)
zipCode	String	"77001"	5-digit US ZIP code used to resolve and bind the nearest physical Walmart store
storeId	String	none	Optional explicit US Walmart store number (e.g., "5959", "3081"); overrides zipCode and store URLs
market	String	"US"	Market for searchQueries and bare itemIds: "US" (United States) or "MX" (Mexico). startUrls automatically detect their market from the domain
mexicoPostalCode	String	"11220"	5-digit Mexican postal code used to resolve and bind a Walmart Mexico store (MXN)
mexicoStoreId	String	none	Optional Mexican store number override (supply a nearby mexicoPostalCode as well)
maxPagesPerSearch	Number	25	Maximum discovery pages per search, category, home, or overview seed (1–25)
debugMode	Boolean	false	Save sanitized failure diagnostics and available screenshots to the Key-Value Store

Example input: Local US search (basic listings)

{
  "searchQueries": ["whole milk 1 gallon"],
  "zipCode": "77001",
  "maxItems": 50,
  "getProductDetails": false
}

Example input: Direct item IDs bound to a specific Walmart store

Direct product URLs and itemIds always extract full product details (upc, gtin, aisle, specifications, ingredients, nutritionFacts, variants) even when getProductDetails is false:

{
  "itemIds": ["10450114", "3922639115"],
  "storeId": "5959",
  "maxItems": 2
}

Example input: Product details with nested customer reviews

{
  "startUrls": [
    { "url": "https://www.walmart.com/ip/3922639115" }
  ],
  "zipCode": "77001",
  "getProductReviews": true,
  "maxReviewsPerProduct": 20,
  "maxReviewPagesPerProduct": 10,
  "maxItems": 1
}

Example input: Walmart Mexico product and reviews (MXN)

{
  "market": "MX",
  "itemIds": ["00750105591286"],
  "mexicoPostalCode": "11220",
  "getProductReviews": true,
  "maxReviewsPerProduct": 20,
  "maxItems": 1
}

Output

Saved to the Dataset tab. Download as JSON, CSV, Excel, or HTML.

Each item includes:

• Product Identity & Barcodes: usItemId, productId, offerId, upc, gtin, title, brand, isHouseBrand, url, imageUrl, allImages
• Localized Pricing & Unit Value: price, regularPrice, isOnSale, discountAmount, discountPercent, currency, unitPrice, unitPriceDisplay, unit, sizeText
• Store Inventory, Aisle & Fulfillment: inStock, aisle, fulfillmentType, fulfillment (pickup, delivery, shipping), storeLocation (storeId, storeName, storeType, streetAddress, city, state, zipCode, phoneNumber, distanceMiles, latitude, longitude, open24Hours, operationalHours), seller (sellerName, sellerId, catalogSellerId, isWalmartSold, wfsEnabled)
• Specifications, Variants & Grocery Data: shortDescription, descriptionHtml, specifications, variants, ingredients, nutritionFacts
• Ratings & Nested Customer Reviews: rating, reviewCount, reviews, reviewStatus (not_requested, complete, empty, truncated, error, partial_error), reviewsFetched, reviewPagesFetched, reviewsAvailable, reviewPoolId, reviewSourceUrl, reviewsTruncated, reviewStopReason, reviewError
• Nested Review Item Fields (reviews[]): reviewId, title, text, rating, author, submittedAt, submittedAtRaw, submittedAtPrecision, verifiedPurchase, helpfulVotes, unhelpfulVotes, locale, translatedLocale, reviewedProductId, badgeIds, photos, sourceUrl
• Metadata: sourceType, sourceUrl, market, language, searchQuery, scrapedAt

In addition, each run writes a PAGINATION_SUMMARY record to the default Key-Value Store tracking per-source completion status (exhausted, limited, unsupported, or error) and stop reasons.

Sample output

{
  "usItemId": "10450114",
  "productId": "3H34WSS08ANB",
  "offerId": "E262E6B27BDE4ABA86CA2C1DF82ADEF4",
  "upc": "078742351865",
  "gtin": "00078742351865",
  "title": "Great Value Whole Vitamin D Milk, Gallon",
  "brand": "Great Value",
  "url": "https://www.walmart.com/ip/Great-Value-Whole-Vitamin-D-Milk-Gallon-Plastic-Jug-128-Fl-Oz/10450114",
  "imageUrl": "https://i5.walmartimages.com/seo/Great-Value-Whole-Vitamin-D-Milk-Gallon-Plastic-Jug-128-Fl-Oz_6a7b09b4-f51d-4bea-a01c-85767f1b481a.86876244397d83ce6cdedb030abe6e4a.jpeg",
  "price": 2.53,
  "regularPrice": null,
  "isOnSale": false,
  "discountAmount": null,
  "discountPercent": null,
  "currency": "USD",
  "unitPrice": 0.02,
  "unitPriceDisplay": "2.0 ¢/fl oz",
  "unit": "fl oz",
  "sizeText": "Gallon",
  "isHouseBrand": true,
  "inStock": true,
  "aisle": "A32",
  "fulfillmentType": "STORE",
  "fulfillment": {
    "pickup": true,
    "delivery": true,
    "shipping": false
  },
  "seller": {
    "sellerName": "Walmart.com",
    "sellerId": "F55CDC31AB754BB68FE0B39041159D63",
    "catalogSellerId": "0",
    "isWalmartSold": true,
    "wfsEnabled": false
  },
  "storeLocation": {
    "storeId": "5959",
    "storeName": "Houston Heights Supercenter",
    "storeType": "Walmart Supercenter",
    "streetAddress": "111 Yale St",
    "city": "Houston",
    "state": "TX",
    "zipCode": "77007",
    "phoneNumber": "713-860-0700",
    "distanceMiles": 1.89,
    "latitude": 29.772821,
    "longitude": -95.401322,
    "open24Hours": false
  },
  "rating": 4.6,
  "reviewCount": 417131,
  "reviews": [
    {
      "reviewId": "443090657",
      "title": "Gallon Great Value While Vitamin D Milk Good Price",
      "text": "Great Value Whole Vitamin D milk in the gallon is an excellent product. The price is much lower than regular name brand milk and the quality is outstanding.",
      "rating": 5,
      "author": "Lou",
      "submittedAt": "2026-10-05",
      "submittedAtRaw": "10/5/2026",
      "submittedAtPrecision": "date",
      "verifiedPurchase": true,
      "helpfulVotes": 0,
      "unhelpfulVotes": 0,
      "locale": "en_US",
      "translatedLocale": "en",
      "reviewedProductId": "10450114",
      "badgeIds": ["VerifiedPurchaser", "TOP_REVIEWER", "REVIEW_COUNT"],
      "photos": [],
      "sourceUrl": "https://www.walmart.com/reviews/product/10450114?sort=relevancy&page=1"
    }
  ],
  "reviewStatus": "truncated",
  "reviewError": null,
  "reviewsFetched": 1,
  "reviewPagesFetched": 1,
  "reviewPoolId": "3H34WSS08ANB",
  "reviewSourceUrl": "https://www.walmart.com/reviews/product/10450114?sort=relevancy&page=1",
  "reviewsTruncated": true,
  "reviewStopReason": "max_reviews",
  "reviewsAvailable": 28163,
  "specifications": {
    "Milk type": "Cow Milk",
    "Percent of milk fat in dairy": "3.5",
    "Net content statement": "1 GAL (378 L)",
    "Container type": "Jug",
    "Brand": "Great Value"
  },
  "ingredients": "MILK, VITAMIN D3",
  "sourceType": "search",
  "sourceUrl": "https://www.walmart.com/search?q=whole%20milk%201%20gallon",
  "market": "US",
  "language": "en-US",
  "searchQuery": "whole milk 1 gallon",
  "scrapedAt": "2026-10-16T13:55:25.180Z"
}

Tips

• Set maxItems before committing to a large run to control runtime and total cost across all inputs and markets.
• Use Basic mode for broad catalog sweeps: Keep getProductDetails: false and getProductReviews: false when scanning search or category pages for titles, store-bound prices, unit prices, ratings, and stock—then enable getProductDetails: true or pass itemIds only for the products that need barcodes (upc/gtin), aisle locations, nutrition facts, or specifications.
• Pin an exact storeId for recurring price tracking: A zipCode resolves the nearest physical store, whose own street address may sit in a neighboring ZIP code (reported in storeLocation.zipCode). For longitudinal store audits, pass storeId directly (or include a single /store/{id} URL).
• Preserve leading zeros on Mexican item IDs: Always pass Mexican itemIds as strings (e.g., "00750105591286"). When using mexicoStoreId, also supply a nearby mexicoPostalCode so the store can be verified in that region.
• Mix US and Mexico URLs effortlessly: startUrls automatically route each URL to its matching country storefront and currency (USD or MXN), while market controls where searchQueries and bare itemIds run.

FAQ

Is scraping Walmart legal?

Walmart Product & Local Store Scraper only extracts publicly available product, pricing, store, and review information displayed to unauthenticated shoppers. It never accesses private customer accounts or personal data behind login walls. Always review the target site's Terms of Service and ensure you have a legitimate purpose for your data collection.

How does local store pricing work?

Walmart prices, inventory, and aisle numbers vary by physical store location. Before extracting products, the Actor resolves your zipCode (or mexicoPostalCode) to the nearest physical store—or uses your explicit storeId—and binds the session to that location. Every returned product includes a storeLocation object confirming the exact store ID, address, and operating hours used for the run.

Why is reviewCount higher than reviewsFetched or reviewsAvailable?

reviewCount reflects Walmart's total aggregate rating count, which includes star-only ratings submitted without written text. reviewsAvailable reflects written customer reviews, and reviewsFetched is the number of unique review records saved to the product's reviews array (capped by maxReviewsPerProduct and maxReviewPagesPerProduct).

What is reviewPoolId and why can it differ from usItemId?

Walmart frequently groups reviews across related product variants (such as different sizes, colors, or pack counts) under a shared review pool. The Actor preserves your exact requested usItemId on the product record, records the shared pool identifier in reviewPoolId, and includes reviewedProductId on each individual review so you can tell which specific variant a reviewer purchased.

Which Walmart countries are supported, and what differs between US and Mexico?

Both United States (walmart.com, en-US, USD) and Mexico (walmart.com.mx, es-MX, MXN) support search, category/browse, homepage/overview discovery, direct product details, store location binding, and paginated customer reviews. Because Walmart Mexico does not expose aisle numbers, 14-digit GTINs, normalized unit prices, or structured nutrition panels on its storefront pages, those optional fields remain null on Mexican records rather than being guessed. Other domains such as walmart.ca are skipped with a warning.

Support

• Bugs / feature requests → Issues tab
• Programmatic access → API tab

Disclaimer: Our Actors are ethical and do not extract any private user data, such as email addresses, gender, or location. They only extract what the user has chosen to share publicly. We therefore believe that our Actors, when used for ethical purposes by Apify users, are safe. However, you should be aware that your results could contain personal data. Personal data is protected by the GDPR in the European Union and by other regulations around the world. You should not scrape personal data unless you have a legitimate reason to do so. If you're unsure whether your reason is legitimate, consult your lawyers.