Walgreens Product Search Scraper: Extract Retail Product Data at Scale

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What Is Walgreens?

Walgreens is one of the largest pharmacy and health & wellness retailers in North America, offering over 8 million products across health, beauty, household, and specialty categories. Their product search functionality enables customers to discover items by keyword, brand, or category. For business intelligence, competitive analysis, and market research, collecting structured product data from Walgreens search results is invaluable — yet manually gathering thousands of product records is impractical. The Walgreens Product Search Scraper automates this process, delivering complete product intelligence in seconds.

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Overview

The Walgreens Product Search Scraper extracts detailed product information from Walgreens search results pages, converting unstructured retail listings into rich, structured datasets with 51+ fields per product. It is ideal for:

• Retail analysts monitoring competitor pricing and product assortment
• E-commerce platforms aggregating pharmacy and wellness products
• Market researchers tracking product trends and availability
• Brand managers analyzing how their products are featured and priced
• Price monitoring tools tracking competitor prices in real-time

The scraper handles search results at scale, supporting pagination and high-volume data collection with optional proxy rotation and failure tolerance.

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Input Format

The scraper accepts a JSON configuration object:

{
  "urls": [
    "https://www.walgreens.com/search/results.jsp?Ntt=shoe&analyticsTag=global"
  ],
  "ignore_url_failures": true,
  "max_items_per_url": 200
}

Field	Type	Description
urls	Array of strings	URLs of Walgreens product search results pages. Supports multiple search queries, categories, or filter combinations. Example: Ntt=shoe searches for shoes; append filters like &priceRange=50-100 to refine results.
max_items_per_url	Integer	Maximum number of products to extract per URL. Range: 1–500+. Default is 20; increase for comprehensive category scans. Note: Higher values may require pagination handling.
ignore_url_failures	Boolean	If true, the scraper continues running even if individual URLs fail. Useful for bulk operations where 1–2 URLs may timeout or return errors. If false, a single failure stops the entire run.

Pro tip: Use targeted search queries (e.g., Ntt=multivitamin&sort=price_low_to_high) to collect specific product segments. Walgreens URLs often contain analytics tags that can be preserved or removed without affecting results.

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Output Format

Sample output

{
  "article_id": "000000000012501935",
  "hair_tool_type": "",
  "size": [],
  "store_inv": "instock",
  "fulfiller_type": "SFS",
  "web_exclusive": "0",
  "wic": "736186",
  "sku_inv_avail_map": {
    "400692796": "1000"
  },
  "prod_id": "300470720",
  "sku_id": "400692796",
  "image_url": "//pics.walgreens.com/prodimg/692796/155.jpg",
  "upc": "19560284385",
  "product_url": null,
  "product_size": "1 ea ",
  "new_item": "No",
  "w_brand_ind": "1",
  "auto_reorder": "0",
  "unit_price": "9999999.0",
  "unit_price_size": "ea",
  "loyalty_eligible": "0",
  "pln": "40000736186",
  "image_url_450": null,
  "product_name": "Straw Cowboy Hat",
  "image_url_50": null,
  "product_type": "Party Supplies",
  "is_age_restricted": false,
  "exclude_local_delivery": false,
  "same_day_purchase_limit": 12,
  "store_upc": null,
  "temperature_code": [
    {
      "key": "N",
      "value": "None"
    }
  ],
  "gtin": "195602843855",
  "ship_to_store_ind": "0",
  "odd_enabled": true,
  "tier_1_category_id": null,
  "tier_2_category_id": null,
  "tier_3_category_id": null,
  "sdp_enabled": true,
  "shipping_enabled": true,
  "op_study_number": "27",
  "online_inv_status": "instock",
  "brand_id": "520211",
  "beauty_category_name": "Festive Voice",
  "channel_availability_prd_card": {
    "add_to_cart": true,
    "find_at_store": true,
    "delivery_option": "Ship"
  },
  "retail_unit_qty": "",
  "clearance": "No",
  "quicklook_url": null,
  "product_display_name": "Festive Voice Straw Cowboy Hat",
  "product_display_type": "1",
  "price_info": {
    "regular_price": "$9.99",
    "regular_price_html": "<span class=\"product__price\"><sup>$</sup>9<sup>99</sup></span>",
    "on_sale": false
  },
  "average_rating": "0.0",
  "sub_brand_name": "Festive Voice",
  "ds_sku_id": "692796",
  "is_store_associated": false,
  "network_store_inv_status": "In Stock",
  "fsa_cd": "0",
  "from_url": "https://www.walgreens.com/store/store/category/productlist.jsp?No=144&N=20007586&Eon=20007586"
}

Each product record includes 51+ fields capturing comprehensive retail data:

Product Identification

Field	Meaning
Product ID	Walgreens' unique identifier for the product
SKU ID	Stock Keeping Unit identifier for inventory tracking
DS SKU ID	Distributed Systems SKU, used for internal fulfillment routing
Article ID	Alternative article identifier, sometimes for legacy systems
UPC	Universal Product Code (barcode standard)
GTIN	Global Trade Item Number, similar to UPC but broader standard
Store UPC	Store-specific UPC variant, used for in-store kiosk systems
PLN	Permanent Link Name, used in URL slugs

Product Details & Classification

Field	Meaning
Product Name	Full product title (e.g., "Nike Air Max Running Shoe")
Product Display Name	Customer-facing name, may differ from product_name for marketing
Product Type	Category classification (e.g., "Footwear", "Health Supplement")
Sub Brand Name	Sub-brand or product line (e.g., "Air Max", "Ultra Strength")
Hair Tool Type	Tool category if product is hair-related (dryer, straightener, etc.)
Beauty Category Name	Category for beauty products specifically
Product Size	Size available (e.g., "10.5", "100 ct", "8 oz")
Size	General size field, sometimes redundant with product_size
Retail Unit Quantity	Quantity in package (e.g., 12 tablets per box)

Pricing & Promotions

Field	Meaning
Unit Price	Price per individual unit (e.g., price per tablet)
Unit Price Size	Size reference for unit pricing (e.g., "per tablet", "per ounce")
Price Info	Extended pricing details, may include promotion pricing or original price
Clearance	Boolean or flag indicating clearance/sale status

Inventory & Fulfillment

Field	Meaning
Store Inventory	Availability at physical Walgreens store locations
Online Inventory Status	Stock status for online orders (in-stock, out-of-stock, preorder)
Network Store Inventory Status	Inventory across the full Walgreens network
SKU Inventory Availability Map	Detailed inventory mapping by location or warehouse
Fulfiller Type	How product is fulfilled (Walgreens direct, third-party, marketplace)
Ship To Store Indicator	If true, product can be shipped to store for pickup
ODD Enabled	Order Direct Delivery enabled; allows home delivery
Exclude Local Delivery	If true, local delivery (same-day) is not available
SDP Enabled	Store Dispatch Program enabled for fast fulfillment
Shipping Enabled	If true, product ships via standard shipping
Same Day Purchase Limit	Maximum quantity a customer can buy for same-day delivery

Product Features & Flags

Field	Meaning
New Item	If true, product is newly added to Walgreens catalog
Web Exclusive	If true, product is only available online (not in-store)
W Brand Indicator	Walgreens' private-label brand indicator
Auto Reorder	If true, product is eligible for auto-replenishment subscriptions
Loyalty Eligible	If true, Walgreens Rewards points can be earned
Is Age Restricted	If true, age verification required (alcohol, tobacco)
Is Store Associated	If true, inventory is tied to a specific store location
Clearance	Mark if product is on clearance (overlaps with pricing section)

Media & Images

Field	Meaning
Image URL	Full-resolution product image URL
Image URL 450	Medium-resolution image (450px, suitable for product cards)
Image URL 50	Thumbnail image (50px, for lists and quick views)
Quicklook URL	URL for quick-look popup modal view

Ratings & Reviews

Field	Meaning
Average Rating	Star rating (e.g., 4.5 out of 5)

Categorization & Taxonomy

Field	Meaning
Tier 1 Category ID	Top-level category (e.g., "Health & Wellness")
Tier 2 Category ID	Mid-level category (e.g., "Vitamins & Supplements")
Tier 3 Category ID	Specific sub-category (e.g., "Multivitamins")

Compliance & Special Codes

Field	Meaning
Brand ID	Manufacturer/brand identifier for analytics
Temperature Code	Storage requirement code (ambient, refrigerated, frozen)
WIC	If true, product is WIC-eligible (Women, Infants, Children program)
FSA Code	If true, product qualifies for Flexible Spending Account purchases
Is Age Restricted	Regulatory flag for age-gated products

Channel & Display

Field	Meaning
Channel Availability Product Card	Specifies which sales channels display this product (online, store, both)
Product Display Type	Display format on product pages (standard, variant selector, bundle)
Product URL	Direct link to the product detail page on Walgreens.com

Analytics & Internal

Field	Meaning
OP Study Number	Internal operational study tracking code

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How to Use

1. Find search URLs — Navigate to Walgreens.com, perform a product search, and copy the results page URL from your browser (it will contain search/results.jsp).

   • Example: https://www.walgreens.com/search/results.jsp?Ntt=vitamin&priceRange=10-25

2. Build your input configuration — Paste URLs into the urls array:

{
     "urls": [
       "https://www.walgreens.com/search/results.jsp?Ntt=multivitamin",
       "https://www.walgreens.com/search/results.jsp?Ntt=cold+medicine"
     ],
     "max_items_per_url": 100,
     "ignore_url_failures": true
   }

3. Optimize item limits — Set max_items_per_url based on your needs. Start with 50–100 for fast runs, or 200+ for comprehensive category analysis.

4. Handle failures gracefully — Enable ignore_url_failures: true for bulk operations to prevent one failed URL from halting the entire job.

5. Run and export — Execute the scraper and download results as JSON, CSV, or Excel. Results include all 51+ fields per product.

Troubleshooting:

• If pagination isn't captured, the scraper typically extracts only the first page. Use multiple URLs for different pages (e.g., &page=1, &page=2).
• Some products may have null values for fields like Average Rating or Sub Brand Name — this is normal for certain product types.
• If results are sparse, verify the URL contains search/results.jsp and includes the search query parameter Ntt=....

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Use Cases & Business Value

• Price intelligence: Monitor competitor pricing across product categories and adjust your own pricing strategy in real-time.
• Product assortment analysis: Identify product gaps in competitor catalogs and trending items gaining shelf space.
• Inventory tracking: Understand stock availability patterns to optimize your own supply chain.
• Review sentiment analysis: Export average ratings alongside product data to identify high/low-performing SKUs.
• Content aggregation: Feed Walgreens product data into your own marketplace or comparison shopping engine.
• Market research: Build longitudinal datasets tracking price, availability, and product mix changes over time.

The Walgreens Product Search Scraper reduces research time from hours to minutes, enabling data-driven decisions across retail, e-commerce, and analytics teams.

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Conclusion

The Walgreens Product Search Scraper delivers complete, structured product intelligence from one of North America's largest retailers. With 51+ data fields covering pricing, inventory, fulfillment, and media, it unlocks insights that support competitive intelligence, price optimization, and market analysis. Start scraping today and turn retail data into actionable business insights.