Ultimate Walmart Scraper

Extract public Walmart product records from Walmart Canada and Walmart US search, browse, category, listing, and product pages. The Actor reads the structured payloads Walmart publishes, normalizes product identity, price, currency, availability, seller, ratings, media, category, and specifications, and can enrich a bounded number of product pages. It does not log in, solve CAPTCHAs, bypass access controls, or invent values. See Walmart and Walmart Canada for the public sources.

Get started

1. Open the Actor Store page and select Try for free or open the Input tab.
2. Set market and add startUrls, or enter a search term through searchTerms or query.
3. Keep maxItems, maxDetailItems, and maxPages small for a first run. Detail enrichment and reviews are separate controls.
4. Start the Actor, open the dataset, and export the saved records as JSON, CSV, or Excel. Open Run summary (OUTPUT_SUMMARY) to check the outcome and counts.

Input

All fields are optional, but a run needs startUrls, a search term, or query to have a source. The defaults below are ready to use.

Field	Type	Required?	Default	Meaning
market	string enum	Optional	ca	Market used only when a search term generates a URL: ca or us. US URLs remain supported.
startUrls	object array	Optional	[]	Absolute public Walmart.com or Walmart.ca product, search, category, or browse URLs. Explicit URLs take precedence over generated search terms.
urls	object array	Optional	[]	Compatibility alias for startUrls.
searchTerms	string array	Optional	[]	Non-empty terms converted to public Walmart search URLs when no explicit URL is supplied, up to 25 terms of 200 characters each.
search_terms	string array	Optional	[]	Compatibility alias for searchTerms.
queries	string array	Optional	[]	Compatibility alias for searchTerms.
query	string	Optional	Not supplied	One search term alias, up to 200 characters. Ignored when a valid explicit URL is supplied.
url	string	Optional	Not supplied	One URL alias for startUrls.
maxItems	integer	Optional	50	Global maximum of unique product records across all URLs and pages, 1–500.
maxPages	integer	Optional	1	Maximum observed search or browse pages requested per start URL, 1–10. Product URLs are fetched once.
deduplicate	boolean	Optional	true	Deduplicate by Walmart item ID, then canonical URL, across pages and URLs.
includeDetails	boolean	Optional	true	Fetch up to maxDetailItems product pages and merge descriptions, specifications, media, and optional reviews.
maxDetailItems	integer	Optional	5	Maximum records eligible for detail enrichment, 0–50. 0 disables detail requests even when includeDetails is true.
includeReviews	boolean	Optional	false	Include up to maxReviews public reviews from successfully enriched product pages.
maxReviews	integer	Optional	5	Maximum review objects per detail-enriched record, 0–20.
requestDelayMs	integer	Optional	700	Minimum pacing delay between public requests, 0–10,000 ms. Requests are sequential.
maxRequestRetries	integer	Optional	1	Bounded retries for transient HTTP statuses; access challenges are never bypassed. 0–3.
timeoutMs	integer	Optional	30000	Maximum time for each public HTTP request, 5,000–120,000 ms.
userAgent	string	Optional	Not supplied	Optional transparent client user-agent, up to 300 characters.
proxyConfiguration	object	Optional	{"useApifyProxy":false}	Optional ordinary Apify Proxy settings. Enabling it does not bypass challenges.

Example input matching the saved wireless keyboard run:

{
  "query": "wireless keyboard",
  "market": "ca",
  "startUrls": [],
  "urls": [],
  "searchTerms": [],
  "search_terms": [],
  "queries": [],
  "maxItems": 3,
  "maxPages": 1,
  "deduplicate": true,
  "includeDetails": true,
  "maxDetailItems": 1,
  "includeReviews": false,
  "maxReviews": 5,
  "requestDelayMs": 0,
  "maxRequestRetries": 0,
  "timeoutMs": 30000,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}

The Actor reads public Walmart pages. It does not log in or use private endpoints.

Output

The dataset contains one row per saved product. Optional values are omitted when Walmart does not publish them; they are not inferred. No diagnostic or placeholder rows are written.

Field	Type	Availability	Meaning
recordType	string	Always	Record discriminator; always walmart-product.
status	string	Always	Record status, such as success.
dataAvailable	boolean	Always	Whether the record contains usable public product data.
accessStatus	string	Always	Public access state, such as public_data.
source	string	Always	Walmart source hostname, such as walmart.ca.
sourceTransport	string	Always	Transport used for the source request.
extractionMethod	string	Always	Primary extraction method, such as embedded_json.
fallbackMode	string	When published	Fallback used when structured data was unavailable.
productId	string	Always	Stable Walmart item or product identifier.
name	string	Always	Public product name.
url	string	Always	Canonical public Walmart product URL.
listingUrl	string	Always	Public search or browse page that produced the record.
searchUrl	string	Always	Original search or browse URL for provenance.
requestedUrl	string	When published	URL requested for the detail response.
finalUrl	string	When published	Final URL after redirects when known.
imageUrl	string	Always	Primary public product image URL.
imageUrls	string array	Always	Bounded public product image URLs.
description	string	When published	Public product description or short description.
brand	string	When published	Public brand name.
manufacturer	string	When published	Public manufacturer name when exposed.
sku	string	Always	Public SKU or Walmart item number.
gtin	string	When published	Public GTIN or UPC when exposed.
model	string	When published	Public model identifier.
price	number	When published	Normalized current product price.
priceFormatted	string	When published	Source-formatted current price label.
wasPrice	number	When published	Normalized previous or list price when exposed.
wasPriceFormatted	string	When published	Source-formatted previous price label.
unitPrice	number	When published	Normalized unit price when exposed.
currency	string	Always	Price currency code.
availability	string	When published	Public availability or stock status.
rating	number	When published	Public average product rating.
reviewCount	number	When published	Public product review count.
seller	string	When published	Public seller display name.
category	string	When published	Most specific public category name.
breadcrumbs	string array	When published	Public category breadcrumb names.
features	string array	When published	Bounded public feature or highlight strings.
specifications	object	When published	Bounded public product specifications.
fulfillment	object array	When published	Bounded delivery, pickup, or fulfillment data.
badges	string array	When published	Public merchandising or fulfillment badges.
sponsored	boolean	When published	Whether Walmart marked the item as sponsored.
variantCount	number	When published	Public count of product variants when exposed.
detailEnriched	boolean	Always	Whether a public product page was successfully merged.
detailStatus	string	Always	Detail enrichment status.
detailErrorCode	string	When published	Stable detail failure code when enrichment fails.
detailError	string	When published	Bounded detail failure explanation.
detailSourceTransport	string	When published	Transport used for the detail request.
detailExtractionMethod	string	When published	Extraction method used for detail data.
detailScrapedAt	string	When published	Timestamp of the detail request.
media	object array	When published	Bounded public product media metadata.
reviews	object array	When published	Bounded public reviews, only when requested and available.
reviewSummary	object	When published	Public aggregate review summary.
provenance	object	Always	Source and pagination provenance.
pageNum	integer	Always	Page number used for the source request.
position	integer	Always	Source-order position within the emitted result set.
scrapedAt	string	Always	Record creation timestamp.

The example below is a real saved row from the 2026-10-25 run. Long arrays and the description string are shortened; other scalar values are unchanged.

{
  "recordType": "walmart-product",
  "status": "success",
  "dataAvailable": true,
  "accessStatus": "public_data",
  "source": "walmart.ca",
  "sourceTransport": "got_scraping_direct",
  "extractionMethod": "embedded_json",
  "productId": "6000201760487",
  "name": "Logitech Wireless Keyboard and Mouse Combo for Windows, 2.4 GHz Wireless, Compact Mouse, 8 Multimedia and Shortcut Keys, 2-Year Battery Life, for PC, Laptop - Black",
  "url": "https://www.walmart.ca/en/ip/Logitech-Wireless-Keyboard-Mouse-Combo-Windows-2-4-GHz-Wireless-Compact-Mouse-8-Multimedia-Shortcut-Keys-2-Year-Battery-Life-PC-Laptop-Black/6000201760487?classType=VARIANT&athbdg=L1102",
  "listingUrl": "https://www.walmart.ca/en/search?q=wireless+keyboard",
  "searchUrl": "https://www.walmart.ca/en/search?q=wireless+keyboard",
  "imageUrl": "https://i5.walmartimages.ca/asr/7894b734-9e39-43ec-a7bb-4b6f31bd035a.79b01ba0dd827abbd1eb8890e9ec9ec2.jpeg",
  "imageUrls": [
    "https://i5.walmartimages.ca/asr/7894b734-9e39-43ec-a7bb-4b6f31bd035a.79b01ba0dd827abbd1eb8890e9ec9ec2.jpeg",
    "https://i5.walmartimages.ca/asr/f2a67192-0397-4aa8-93e9-1ce696b3a77a.7d20a966fe8fde7e3f0c30b5d2f867d1.jpeg",
    "https://i5.walmartimages.ca/asr/3e0165d7-845e-4297-a89e-094c34465090.5a63442d5162ba5c31902cf6bc07ec81.jpeg"
  ],
  "description": "Quiet Keys Reliable Plug and Play: The USB receiver provides a reliable wireless connection up to 33 ft , so you can forget about drop-outs and delays and you can take it wherever you use your computer Long Battery Life: combo features a 36-month keyboard and 12-month mouse battery life (3), along with on/off switches allowing you to go months without the hassle of changing batteries Durable and R…",
  "brand": "Logitech",
  "sku": "6000201760487",
  "gtin": "097855141712",
  "model": "920-008971",
  "price": 34.98,
  "priceFormatted": "$34.98",
  "currency": "CAD",
  "scrapedAt": "2026-10-25T20:48:48.661Z"
}

Run summary

Run summary is stored separately from the dataset in the run's key-value store under OUTPUT_SUMMARY.

Field	Meaning
status	Run outcome: SUCCEEDED or FAILED.
dataStatus	Dataset completeness: COMPLETE, PARTIAL, NO_RESULTS, or FAILED.
recordCount	Product rows saved to the dataset.
itemCount	Alias of recordCount.
productCount	Alias of recordCount.
diagnosticCount	Source or parse issues recorded outside the dataset.
blockedCount	Blocked source responses.
duplicateCount	Duplicate product records removed.
requestedUrlCount	Source URLs requested for the run.
processedUrlCount	Source URLs processed successfully.
pageCount	Search or browse pages processed.
filteredOutCount	Records removed by URL or content filtering.
detailRequestedCount	Records eligible for detail enrichment.
detailSuccessCount	Detail pages successfully merged.
detailFailureCount	Detail requests that failed.
failureCount	Source-request and detail-enrichment failures.
proxyEnabled	Whether ordinary Apify Proxy was enabled.
completedAt	UTC summary creation time.
runStatus	Canonical run status; matches status.

Status	Data status	Meaning
SUCCEEDED	COMPLETE	Eligible products were saved without an extraction problem.
SUCCEEDED	PARTIAL	Products were saved, but a later request or detail failure prevented a complete run. Saved rows remain available.
SUCCEEDED	NO_RESULTS	The source completed cleanly and returned no matching products.
FAILED	FAILED	A fatal error occurred before any usable product was saved.

Example OUTPUT_SUMMARY from the 2026-10-25 run:

{
  "status": "SUCCEEDED",
  "dataStatus": "COMPLETE",
  "recordCount": 3,
  "itemCount": 3,
  "productCount": 3,
  "diagnosticCount": 0,
  "blockedCount": 0,
  "duplicateCount": 0,
  "requestedUrlCount": 1,
  "processedUrlCount": 1,
  "pageCount": 1,
  "filteredOutCount": 0,
  "detailRequestedCount": 1,
  "detailSuccessCount": 1,
  "detailFailureCount": 0,
  "failureCount": 0,
  "proxyEnabled": false,
  "completedAt": "2026-10-25T20:48:49.875Z",
  "runStatus": "SUCCEEDED"
}

Coverage and limitations

Walmart Canada is the default generated-search market because its public pages currently expose the structured product payload the Actor reads; explicit Walmart.com URLs are also accepted, but a challenged US page is reported in logs and OUTPUT_SUMMARY rather than written as a row. The saved run produced three records from one search page, one of which is a color-variant row with limited fields and no price, so missing prices on variant rows are expected rather than errors. includeReviews is off by default, and review fields appear only when a detail page returns them. Ordinary Apify Proxy can be enabled in proxyConfiguration, but it is not an access-control bypass. Prices, availability, ratings, and fulfillment data are point-in-time values and can differ by store and region.

Usage and support

Apify bills the Actor according to the account and pricing configuration shown for the run. Start with one URL or search term, maxItems near 10, and maxDetailItems at 1; inspect the dataset and OUTPUT_SUMMARY, then scale. See the Actor's Pricing tab for current account rates. Use the Actor Issues page to report a problem. Include the run ID, the input used, and the run summary; do not include tokens, cookies, or private data. This Actor is not affiliated with Walmart. Use it only for public data and in accordance with Walmart's terms, robots guidance, and applicable law.