Walgreens Products & Reviews Scraper

Collect Walgreens products by keyword, category links, or individual product links, with optional full product information and individual customer reviews. Each result includes identifiers, current catalog price, stock indicators, size, ingredients where supplied, offers, and rating totals. Products from the selected mode are combined and deduplicated in one dataset.

Why This Scraper?

• Three ways in. Search by keyword, paste category or search-result links, or paste individual product links. Products from every source are combined and deduplicated in one dataset.
• Seven search filters. Brand, product type, minimum and maximum price, minimum rating, online-only availability and offers-only, plus eight sort orders including top sellers and name A-Z / Z-A.
• Identifiers and offers. Product and SKU identifiers, UPC and GTIN codes, online and store stock labels, prices, coupons and offers.
• Optional depth. Turn on full product information (descriptions, ingredients, warnings, uses, shipping, image gallery) and individual customer reviews with a per-product cap.
• Built for schedules. Incremental mode labels new, updated, unchanged, reappeared and expired products, with fields you can exclude from change detection.
• Fails loudly. A source that cannot be read stops the run with a clear message instead of returning an empty dataset.

Use Cases

• Price and promotion tracking: capture current, regular and sale prices, coupons and offers across one or more categories or search terms to see how pricing moves over time.
• Stock and availability monitoring: check online and in-store stock labels for specific products or a whole category before restocking or promoting them elsewhere.
• Product content and catalog building: collect titles, brands, sizes, descriptions, ingredients, warnings and full image galleries to populate a catalog, comparison site or app.
• Customer sentiment research: collect individual review text, ratings and review counts to see what shoppers say about specific products or brands.
• Recurring catalog audits: schedule the actor with Incremental mode to see only new, updated, reappeared or expired products between scans, instead of re-downloading everything each time.
• Downstream automation: send a condensed product summary into Notion, Linear, Airtable or another connected app through the optional MCP export, while the complete record stays in the dataset.

Data You Get

Sample shape: values are illustrative placeholders, not from a live record.

Field	Example
id	00000001
title	Sample Product
brand	Sample Brand
url	https://www.walgreens.com/store/c/sample-product/ID=00000001-product
price	$5.00
imageUrl	Primary product photo URL
images	Distinct full-size gallery photo URLs
productDetails	Full product information object
catalogProduct	All available catalog attributes
descriptionText	Sample product description
reviews	Review text, rating, date, media, and public author attributes
productSize	5 oz
productType	Personal care
gtin	0000000000000
upc	000000000000
rating	4.5
reviewCount	100
onlineInvStatus	instock
reviewTotal	100
couponCode	Sample coupon
offerDescription	Sample offer
changeType	UPDATED
changedFields	["price"]
firstSeenAt	2026-01-01T00:00:00Z
lastSeenAt	2026-01-02T00:00:00Z

Raw and normalized forms. Catalog attributes keep the value the catalog returns under their original names (averageRating text, size list, unitPrice text, webExclusive text flag, retailUnitQty text, articleId, unitPriceSize). Cleaned forms are added under new names: ratingValue (number), sizeText, unitPriceText, isWebExclusive (true or false) and retailUnitQuantity. Nothing was renamed or retyped.

The actor passes through additional catalog attributes when Walgreens supplies them. Enable fetchDetails for the complete product information object and parsed description, ingredient, warning, use, and shipping sections. Enable fetchReviews for individual reviews. A product may have no reviews or may omit some detail sections. Products marked “Priced Per Store” are retained with a null catalog price and the original pricing message.

How to Use

1. Pick a mode: search (keywords and filters) or url (paste links).
2. Fill in the fields for that mode, and switch on full product information or reviews if you need them.
3. Set Max items to control run size and cost, then click Start.
4. Download the dataset as JSON, CSV or Excel, or read it through the API.

Accepted links in URL mode. Category links ending in productlist.jsp with the N category parameter (a starting page No and the www-less host are kept as pasted; a sort Ns is accepted but does not reorder category pages, so use Search mode for sorting); search-result links /search/results.jsp?Ntt=...; and product links containing /ID=...-product. Friendly category links ending in -tier1 or -list are not supported and are skipped with a warning. Keyword inputs, filters and sorting are ignored in URL mode.

Default links (behaviour change). If you leave urls untouched in URL mode, the actor scrapes one example of each category link shape that was checked live (a plain category, the same category with a page offset No=72, and the link without www) instead of a single link. This small category has only one page, so the second default link is a valid but empty second page that shows the paging form; paste a larger category with No=72 to read its later pages. Recurring baselines for the default links are the same as before this change, and the paged example does not make that scan count as partial. Supply your own urls to scrape exactly what you want. The default mode is Search with toothpaste.

Filters and sorts (Search mode). brands, productTypes, minPrice, maxPrice, minRating, onlineOnly and offersOnly narrow results; sortBy accepts relevance, price ascending/descending, highest rated, most reviewed, top sellers and name A-Z / Z-A, applied separately per search term.

Reviews. fetchReviews adds individual reviews, newest first, up to maxReviewsPerProduct per product (default 20; 0 uses the maximum of 1,000). Reviews cost an extra billed unit per product that includes them, so keep the cap and Max items low for a first run.

Resume and recurring updates. incrementalMode keeps a separate baseline per mode, source set, filter selection and enrichment configuration; stateKey only adds a name on top. changeScope set to price and stock compares only price, regular and sale price, sale flag, deal text, online stock status and the terms of each offer, so descriptions, images and labels never create an updated row; compactUpdates saves updated and expired rows as short rows with old and new values (priceChanges, variantChanges) and collects no full information or reviews for them, so none is charged; expireAfterMissedScans expires a product only after it was missing from that many completed scans in a row (expired means not in the scanned listings, not proof the product was removed from sale). All three are off by default. ignoreFieldsForChanges excludes fields from change detection while they stay in the output. resumeFromRunId skips products already collected in an earlier run.

Scrape a category link:

{
  "mode": "url",
  "urls": ["https://www.walgreens.com/store/store/category/productlist.jsp?N=20003053"],
  "maxItems": 20,
  "fetchDetails": true,
  "fetchReviews": true,
  "maxReviewsPerProduct": 20
}

Enter one or more search terms and set the product cap.

Search by keyword:

{
  "mode": "search",
  "searchQueries": ["vitamins", "toothpaste"],
  "maxItems": 500,
  "sortBy": "price_asc"
}

Several category links can be scanned together. Products appearing in several categories are saved once per run.

Scan several categories:

{
  "mode": "url",
  "urls": [
    "https://www.walgreens.com/store/store/category/productlist.jsp?N=20003053",
    "https://www.walgreens.com/store/store/category/productlist.jsp?N=360341"
  ],
  "maxItems": 100
}

To compare a recurring catalog scan against the prior run, turn on incremental mode. A separate baseline is always kept for each mode, source set, filter selection, and enrichment configuration. Change detection compares price, sale price, rating, review count, inventory status and the other product fields; only the raw catalog copy and the nearest-store stock wording (inventoryText, inventoryTextColor, isStoreAssociated, storeInventoryStatus, which changes with the connection used) are excluded (image links and the gallery are compared; choose Change scope to compare price and stock only), and changing ignoreFieldsForChanges never turns unchanged products into updated ones. stateKey is optional and only adds a name on top of that, for example to keep two schedules with identical inputs apart.

Track changes between runs:

{
  "mode": "url",
  "urls": ["https://www.walgreens.com/store/store/category/productlist.jsp?N=20003053"],
  "incrementalMode": true,
  "emitUnchanged": false,
  "emitExpired": false,
  "maxItems": 0
}

Run it from your code

Python:

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("abotapi/walgreens-com").call(run_input={"mode": "search", "searchQueries": ["toothpaste"], "maxItems": 20})
for product in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(product["title"], product["price"])

JavaScript:

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: '<YOUR_APIFY_TOKEN>' });
const run = await client.actor('abotapi/walgreens-com').call({ mode: 'search', searchQueries: ['toothpaste'], maxItems: 20 });
const { items } = await client.dataset(run.defaultDatasetId).listItems();

Or connect it to Make, Zapier, n8n, Google Sheets or webhooks from the Integrations tab.

Input Parameters

Parameter	Type	Default	Description
mode	string	search	Choose Search or URL mode.
urls	string array	One example of each category link shape	Links used only in URL mode.
searchQueries	string array	["toothpaste"]	Keywords used only in Search mode.
brands	string array	Empty	Exact brand names, such as Crest or Colgate.
productTypes	string array	Empty	Exact product types, such as Toothpaste.
minPrice	number	Empty	Minimum current price in USD.
maxPrice	number	Empty	Maximum current price in USD.
minRating	number	Empty	Minimum rating from 0 to 5.
onlineOnly	boolean	false	Require in-stock online availability.
offersOnly	boolean	false	Require an offer or discounted price.
sortBy	string	relevance	Relevance, price ascending/descending, highest rated, most reviewed, top sellers, or name A-Z / Z-A (top_sellers, name_asc, name_desc; rating is accepted as rating_desc); applied separately per search term.
maxItems	integer	20	Product cap across all selected sources. 0 or blank uses the maximum of 100,000.
maxPages	integer	Empty (up to 1,000 pages)	Optional source page limit. Blank or 0 uses the maximum of 1,000 pages.
fetchDetails	boolean	false	Include complete product information, detail sections, and the full image gallery.
fetchReviews	boolean	false	Include individual customer reviews, newest first.
maxReviewsPerProduct	integer	20	Review cap per product. 0 uses the maximum of 1,000 reviews.
resumeFromRunId	string	Empty	Earlier run or dataset ID whose product IDs should be skipped.
incrementalMode	boolean	false	Label new, updated, unchanged, and reappeared products.
stateKey	string	Automatic	Optional name for a recurring baseline.
emitUnchanged	boolean	false	Include unchanged products in recurring runs.
emitExpired	boolean	false	Include expired rows after a complete recurring scan. Scans that start past the first page, use search filters, or stop at a page or item limit are partial and never produce expired rows.
changeScope	string	all	all compares every product field; priceAndStock compares only price, sale price, sale flag, deal text, online stock status and offer terms (incremental mode only).
compactUpdates	boolean	false	Save updated and expired rows as short rows with old and new values (incremental mode only).
expireAfterMissedScans	integer	1	With Include disappeared products, expire a product only after it was missing from this many completed scans in a row.
ignoreFieldsForChanges	array	[]	Ignore fields when detecting changes (incremental mode only). Field names, or dotted paths such as reviews.date, left out of change detection; they stay in the output. The raw catalog copy and the nearest-store stock wording are always ignored.
proxy	object	Direct connection	Optional connection settings for collection requests.
mcpConnectors	array	Empty	Optional authorized app connectors.
notionParentPageUrl	string	Empty	Parent page for a Notion export.
maxNotifyListings	integer	50	Maximum product summaries exported per connector.

Send results into your apps (MCP connectors)

Authorize a connector in Apify Settings under Integrations, then select it in the Export to your apps (MCP connectors, optional) input section. For Notion, set notionParentPageUrl to the parent page. maxNotifyListings limits the export.

Exports contain a condensed product summary with a title and key fields. Nested product information and review collections are shortened in summaries. The complete product and review record stays in the Apify dataset. An export failure leaves the dataset available.

imageUrl is the primary catalog image. images contains distinct product photos at the largest supplied size; enable fetchDetails for the full gallery. Original gallery URLs and image sizes remain in productDetails.

The Output tab offers Products, Reviews, Changes and Product details views; the Changes view lists the change label and changed fields for incremental runs. Products includes the primary photo and gallery URLs. Reviews shows one collected review per row with its product ID and name. Enable fetchReviews to populate it. All fields retains complete product records and nested review data.

Output Example

Sample shape, values are illustrative placeholders.

{
  "id": "00000001",
  "prodId": "00000001",
  "skuId": "00000002",
  "title": "Sample Product",
  "productName": "Sample Product",
  "brand": "Sample Brand",
  "url": "https://www.walgreens.com/store/c/sample-product/ID=00000001-product",
  "imageUrl": "https://pics.walgreens.com/prodimg/000000/450.jpg",
  "images": ["https://pics.walgreens.com/prodimg/000000/900.jpg", "https://pics.walgreens.com/prodimg/000000/2_900.jpg"],
  "price": "$5.00",
  "regularPrice": "$6.00",
  "salePrice": "$5.00",
  "currency": "USD",
  "productSize": "5 oz",
  "productType": "Personal care",
  "gtin": "0000000000000",
  "upc": "000000000000",
  "rating": "4.5",
  "reviewCount": "100",
  "ingredientName": "Sample active ingredient",
  "inactiveIngredients": "Sample inactive ingredient",
  "onlineInvStatus": "instock",
  "storeInventoryStatus": "In Stock",
  "couponCode": "Sample coupon",
  "offerDescription": "Sample offer",
  "productDetails": {"productInfo": {"productId": "00000001", "title": "Sample Product"}, "prodDetails": {"section": []}},
  "catalogProduct": {"prodId": "00000001", "skuId": "00000002", "productDisplayName": "Sample Product", "priceInfo": {"regularPrice": "$6.00", "salePrice": "$5.00"}},
  "descriptionText": "Sample product description",
  "reviews": [{"Id": "sample-review-1", "ProductId": "00000001", "Title": "Sample review", "ReviewText": "Illustrative review text", "Rating": 5, "SubmissionTime": "2026-01-01T00:00:00Z", "UserNickname": "Sample Reviewer"}],
  "reviewsFetched": 1,
  "reviewTotal": 100,
  "changeType": "UPDATED",
  "changedFields": ["price"],
  "firstSeenAt": "2026-01-01T00:00:00Z",
  "lastSeenAt": "2026-01-02T00:00:00Z"
}

Plan Requirement

The actor connects directly by default and needs no proxy for the category pages it reads, so a free Apify account is enough to start. Some pages (product pages and search results) can be refused or challenged on a direct connection. When the selected connection is unavailable the run logs "The selected connection is unavailable to this run." and continues on a backup connection, and when that happens it logs "Served over the backup connection (the default connection was unavailable)." Apify proxy access needs a paid Apify plan; Apify free plans do not include residential proxies. If the proxy is refused for your account the run stops with "The proxy connection was refused for this account, so no page could be read. Your Apify plan does not include proxy access; a paid plan is required". If nothing could be loaded for another reason you get "Could not load any results page (the requests failed), so nothing was collected. This is a connection problem, not an empty search." Residential traffic, if you choose it under Proxy, is billed to your Apify plan.

FAQ

How much does it cost?

You pay per product record returned, plus an optional charge when full product information or customer reviews are actually collected for a product, and a one-time charge when a run starts. Scraping a product link directly already requires reading its full record, so that path does not add the separate full-product-information charge; the extra charge applies when full product information is turned on for products discovered through Search mode or category links. The Pricing tab shows the current rates for your plan tier. The full-product-information and review charges are recorded right after each product record is saved (one unit per product record that includes full information, and one unit per product record that includes reviews), never for unchanged records that are not returned (Include unchanged products off), for skipped or failed records, or for compact updated rows (they carry no full information or reviews); when Include unchanged products is on, a returned unchanged record that includes freshly collected full information or reviews is charged like any other record. A run that stops early is charged only for what it delivered. Limits are finite: up to 100,000 products, 1,000 pages per source and 1,000 reviews per product (a value of 0 uses that maximum). Use Max items to cap the cost of any run.

Is it legal to scrape Walgreens?

This actor collects only publicly available catalog and review data from Walgreens' website. You are responsible for how you use it: follow Walgreens' terms and the laws that apply to you, and get legal advice if you plan commercial redistribution. Product names, prices and availability are generally facts, but images, descriptions and review text may be subject to third-party rights.

Can I get only new or changed products on a schedule?

Yes. Schedule the actor from the Schedules tab and turn on Track changes across runs. Each scheduled run then returns only new, updated, reappeared, and, with Include disappeared products on, expired records for the same mode, sources, filters and enrichment options. Unchanged products are not billed unless Include unchanged products is on.

Why is price empty for some products?

Walgreens marks some products as "Priced Per Store" instead of showing one online price. These rows are kept with a null catalog price rather than a guessed number, and the original pricing message from Walgreens stays in the record. In Search mode, a minimum or maximum price filter needs a price to compare, so these products are left out when either price filter is set.

Why did my run fail instead of returning an empty dataset?

If a category, search or product page cannot be read (temporary refusals are retried first), the run stops with an error instead of quietly returning an empty or partial dataset for that source, so "nothing found" is never confused with "the catalog could not be read". The same applies when a requested brand or product type does not exist for a search term. Products saved before the failure stay in the dataset, but a failed run does not update the recurring-run baseline. Optional full product information and review lookups are more tolerant: once they fail repeatedly within a run, the actor keeps the base catalog data and stops trying to enrich further products in that run, rather than failing outright.

Can I use it with AI agents or MCP?

Yes. Call it from any Apify integration or MCP client, and use the connector field to send a condensed product summary to Notion, Linear or Airtable while the complete record stays in the dataset.

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