Walgreens Reviews Scraper

What does Walgreens Reviews Scraper do?

Walgreens Reviews Scraper collects public customer reviews from Walgreens product pages and returns structured review data for product research, sentiment analysis, brand monitoring, competitor analysis, and retail analytics. Provide one Walgreens product URL, set the review limit, and receive records with ratings, review text, reviewer details, dates, media, badges, and product identifiers.

The Actor supports numeric product IDs such as 300428282 and alphanumeric IDs such as prod6177789. Written reviews are collected by default. You can also include ratings-only entries when you need the broadest available review history.

Why use Walgreens Reviews Scraper?

• Customer feedback research - Collect review titles, full text, star ratings, recommendations, pros, cons, and helpfulness signals in one dataset.
• Brand and competitor monitoring - Track new feedback, recurring complaints, product strengths, and changes in customer perception.
• Product quality analysis - Compare ratings, review themes, reviewer locations, badges, and syndicated content across Walgreens products.
• Media and metadata collection - Preserve review photos, videos, secondary ratings, campaign details, and source information when Walgreens publishes them.
• Automation-ready output - Download JSON, CSV, Excel, or XML, use the Apify API, schedule repeat runs, and connect completed runs to webhooks or workflow tools.

What data can you extract from Walgreens reviews?

Field	Type	Description
review_id	String	Unique review identifier.
title	String	Review headline.
review_text	String	Full customer review text.
rating	Number	Star rating assigned to the review.
rating_range	Number	Maximum rating value, normally 5.
user_nickname	String	Public reviewer nickname when available.
user_location	String	Reviewer location when published.
submission_date	String	Review submission timestamp.
moderation_status	String	Published moderation status.
is_recommended	Boolean	Recommendation signal when available.
is_ratings_only	Boolean	Whether the record contains a rating without written content.
pros	String	Positive points supplied with the review.
cons	String	Negative points supplied with the review.
helpfulness	Number	Helpfulness value when available.
total_feedback_count	Number	Total helpfulness feedback votes.
total_positive_feedback_count	Number	Positive feedback vote count.
total_negative_feedback_count	Number	Negative feedback vote count.
total_comment_count	Number	Number of comments on the review.
photos	Array	Attached photo IDs, captions, and image URLs.
videos	Array	Attached video IDs, URLs, and captions.
secondary_ratings	Object	Additional rating dimensions published by the source.
badges	Object	Review badges such as verified purchaser labels.
context_data_values	Object	Additional review context when available.
additional_fields	Object	Extra source fields supplied with the review.
product_id	String	Walgreens product identifier.
product_name	String	Product name associated with the review.
is_syndicated	Boolean	Whether the review comes from another source.
syndication_source	Object	Name, content link, and logo for syndicated content.
campaign_id	String	Source campaign identifier when available.
author_id	String	Source author identifier when available.
is_featured	Boolean	Whether the review is featured.
submission_id	String	Source submission identifier when available.
content_locale	String	Review content locale.

Unavailable source values are omitted from individual records. This keeps the dataset compact while preserving fields that Walgreens publishes.

How to use Walgreens Reviews Scraper

1. Open the Actor in Apify Console.
2. Enter a complete public Walgreens product URL containing /ID=...-product.
3. Set results_wanted for the number of records to save.
4. Leave include_ratings_only disabled for written reviews, or enable it to include star-only ratings.
5. Run the Actor and preview the dataset.
6. Download the results or connect the dataset to an API, schedule, webhook, or automation workflow.

Input Parameters

Parameter	Type	Required	Default	Description
url	String	Yes	Example product URL	Full Walgreens product page URL. Numeric and prod... product IDs are supported.
results_wanted	Integer	No	20	Maximum number of reviews to save.
max_pages	Integer	No	20	Maximum number of review pages to request, with up to 100 records per page.
include_ratings_only	Boolean	No	false	Include star-only entries that do not contain written review content.
proxyConfiguration	Object	No	Apify Proxy configuration	Optional proxy settings for larger, scheduled, or repeated runs.

Usage Examples

Basic written review collection

Collect up to 20 written reviews from a Walgreens product page:

{
    "url": "https://www.walgreens.com/store/c/nivea-men-maximum-hydration-nourishing-body-lotion-aloe-vera/ID=prod6177789-product",
    "results_wanted": 20
}

Include ratings-only entries

Collect written reviews and star-only ratings for broader product feedback coverage:

{
    "url": "https://www.walgreens.com/store/c/nivea-men-maximum-hydration-nourishing-body-lotion-aloe-vera/ID=prod6177789-product",
    "results_wanted": 100,
    "include_ratings_only": true
}

Limit pagination and use a proxy

Cap the run at five pages and route the requests through an Apify residential proxy:

{
    "url": "https://www.walgreens.com/store/c/nivea-men-maximum-hydration-nourishing-body-lotion-aloe-vera/ID=prod6177789-product",
    "results_wanted": 500,
    "max_pages": 5,
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": ["RESIDENTIAL"]
    }
}

Sample Output

The following is one representative written-review item. Fields that are not published for a particular review are omitted.

{
    "review_id": "401150435",
    "title": "Men's hydration lotion",
    "review_text": "Bought for hubby for his baby smooth skin, works great.",
    "rating": 5,
    "rating_range": 5,
    "user_nickname": "DDebbie",
    "submission_date": "2026-08-23T11:46:28.000+00:00",
    "moderation_status": "APPROVED",
    "is_ratings_only": false,
    "total_feedback_count": 0,
    "total_comment_count": 0,
    "photos": [],
    "videos": [],
    "secondary_ratings": {},
    "badges": {
        "verifiedPurchaser": {
            "ContentType": "REVIEW",
            "Id": "verifiedPurchaser",
            "BadgeType": "Custom"
        }
    },
    "product_id": "prod6177789",
    "product_name": "Maximum Hydration 48-Hour Moisture Body Lotion with Aloe Vera Aloe Vera",
    "is_syndicated": false,
    "is_featured": false,
    "content_locale": "en_US"
}

Tips for Best Results

• Use the full Walgreens product URL, including the /ID=...-product portion.
• Start with results_wanted: 20 to verify the product and output fields before requesting a larger dataset.
• Keep include_ratings_only disabled when you need review text and titles.
• Enable include_ratings_only when star-only feedback is useful for rating-volume analysis.
• Increase max_pages for products with a long review history, while keeping results_wanted aligned with the required dataset size.
• Some products have no public reviews or only ratings. A zero-result run can reflect the source data rather than an extraction error.
• Use a proxy configuration for larger or regularly scheduled runs when direct access is unreliable.

Integrations and Export Formats

• Google Sheets and Airtable - Review feedback in familiar tables for analysis and collaboration.
• Make, Zapier, or n8n - Trigger workflows after a run completes.
• Webhooks - Notify a downstream service when a dataset is ready.
• Apify API - Start runs, retrieve datasets, and schedule recurring collection.
• JSON, CSV, Excel, and XML - Export data for applications, spreadsheets, reporting, and data exchange.

Frequently Asked Questions

Can I collect ratings-only reviews?

Yes. Set include_ratings_only to true to include records that contain a star rating without a written title or review text.

Which Walgreens product URLs are supported?

Walgreens product URLs containing /ID=...-product are supported, including numeric IDs such as 300428282 and alphanumeric IDs such as prod6177789.

Can I collect more than 100 reviews?

Yes. The Actor requests review pages of up to 100 records and continues until it reaches results_wanted, max_pages, or the available review count.

Why are some fields missing?

Walgreens does not publish every field for every review. Missing reviewer locations, recommendation signals, media, or metadata are omitted from that item when the source does not provide them.

Can I scrape multiple products in one run?

No. This input contract accepts one product URL per run. For multiple products, create a task or start separate API runs for each URL.

Can I schedule recurring review monitoring?

Yes. Apify schedules can run the Actor daily, weekly, or at another interval. Webhooks and the API can send completed datasets to downstream systems.

Is collecting Walgreens reviews legal?

Public data collection may be subject to Walgreens terms, applicable laws, privacy rules, and restrictions on storing or redistributing review content. You are responsible for using the Actor only where permitted.

Related Actors

• Walgreens Product Scraper - Collect Walgreens product listings, prices, availability, ratings, and product details.
• Kroger Reviews Scraper - Collect structured customer reviews from Kroger product pages for comparable retail feedback analysis.

Support

For issues, feature requests, or custom Actor work, use the Issues tab on the Actor page or contact the developer through Apify.

Legal Notice

This Actor is designed for legitimate collection of publicly available review data. Users are responsible for complying with Walgreens terms, applicable laws, privacy requirements, and any restrictions on using or redistributing collected content.