Walmart Reviews Scraper
by api-empire
Extract Walmart product reviews, ratings, and customer details for sentiment analysis and market research. Export clean JSON/CSV data at scale.
Opens on Apify.com
About Walmart Reviews Scraper
Need to understand what real customers think about products on Walmart? This scraper pulls all the public review data you need, without the manual hassle. I use it to gather every review, including the star rating, review title, the full text, and the date it was posted. It also captures helpful details like the reviewer's name and how many people found their review helpful. You get structured, clean data ready to go. I typically export it as JSON or CSV, which makes it super easy to drop into my analysis scripts or spreadsheets. For me, the real value is in how I apply that data. I run sentiment analysis across thousands of reviews to spot common praises or complaints. It's perfect for deep product research before launching something new, or for keeping an eye on what people are saying about a competitor's items. If you're in e-commerce, this kind of scalable insight into customer opinions is how you make smarter decisions about inventory, marketing, and product development.
What does this actor do?
Walmart Reviews Scraper is a web scraping and automation tool available on the Apify platform. It's designed to help you extract data and automate tasks efficiently in the cloud.
Key Features
- Cloud-based execution - no local setup required
- Scalable infrastructure for large-scale operations
- API access for integration with your applications
- Built-in proxy rotation and anti-blocking measures
- Scheduled runs and webhooks for automation
How to Use
- Click "Try This Actor" to open it on Apify
- Create a free Apify account if you don't have one
- Configure the input parameters as needed
- Run the actor and download your results
Documentation
Walmart Reviews Scraper
Extract customer reviews, ratings, photos, and product metadata from Walmart.com and Walmart.ca into structured JSON. Useful for market research, sentiment analysis, and competitive tracking.
Overview
This actor scrapes public review data from Walmart product pages. It handles pagination, supports both US and Canadian Walmart sites, and returns clean JSON datasets. You can filter results by rating, verification status, and language.
Key Features
- Data Extraction: Captures star ratings (1-5), review text and titles, submission dates, reviewer usernames, verified purchase badges, product IDs/URLs, customer photos, and product metadata (name, price, category).
- Region Support: Works with
walmart.com(US) andwalmart.ca(Canada). - Filtering & Sorting: Filter by star rating, verified purchase status, and review language. Sort by relevance, rating, or date.
- Automation: Built-in pagination scrapes all available review pages. Supports proxy rotation to avoid blocks.
- Output: Delivers structured JSON, ready for analysis, dashboards, or API integration.
How to Use
- Input: Provide one or more Walmart product URLs or product IDs in the
product_idsinput field. - Configure: Set optional parameters like
sort,verifiedPurchaseOnly,region(US/CA), ormaxReviews. - Run: Start the actor. It will navigate the review pages and extract the data.
- Output: Retrieve the dataset in JSON format from the actor's results, available via the Apify platform or API.
Input/Output
Input Example
Configure the actor via the Apify console or API with input like this:
{
"product_ids": [
"https://www.walmart.com/ip/123456789",
"987654321"
],
"sort": "submission-desc",
"verifiedPurchaseOnly": false,
"region": "US",
"maxReviews": 500
}
Output Example
The actor returns an array of review objects. Each item includes:
{
"productId": "123456789",
"productName": "Example Product",
"productPrice": "$29.99",
"reviewRating": 5,
"reviewTitle": "Great product!",
"reviewText": "Detailed review text here...",
"reviewDate": "2023-10-26",
"reviewerName": "Customer123",
"isVerifiedPurchase": true,
"reviewPhotos": ["https://i5.walmartimages.com/...jpg"],
"productUrl": "https://www.walmart.com/ip/123456789"
}
Find the actor in the Apify Store: Walmart Reviews Scraper
Categories
Common Use Cases
Market Research
Gather competitive intelligence and market data
Lead Generation
Extract contact information for sales outreach
Price Monitoring
Track competitor pricing and product changes
Content Aggregation
Collect and organize content from multiple sources
Ready to Get Started?
Try Walmart Reviews Scraper now on Apify. Free tier available with no credit card required.
Start Free TrialActor Information
- Developer
- api-empire
- Pricing
- Paid
- Total Runs
- 14
- Active Users
- 2
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