Walmart Reviews Scraper.

Walmart Reviews Spider

The Walmart Reviews Spider is an Apify Actor designed to scrape customer reviews from Walmart product pages. By providing a list of product URLs, this actor efficiently extracts detailed review data, including ratings, review text, and metadata, using Walmart's GraphQL API. It's perfect for market research, sentiment analysis, or monitoring product feedback.

Input Parameters

The actor accepts the following input parameters in JSON format:

Parameter	Type	Description	Required
Urls	Array	List of Walmart product URLs to scrape reviews from (e.g., https://www.walmart.com/ip/...).	Yes
proxyConfiguration	Object	Proxy settings for the requests. Recommended to use Apify Proxy with useApifyProxy: true and apifyProxyGroups: ["RESIDENTIAL"].	No

Example Input:

{
    "Urls": [
        "https://www.walmart.com/ip/Texas-Instruments-TI-30XA-Student-Scientific-Calculator-Type-10-digit-lcd-Black-high-school-and-middle-school-classes/1043441"
    ],
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ]
    }
}

Features

• Efficient Review Scraping: Extracts detailed review data from Walmart product pages using the GraphQL API.
• Pagination Handling: Automatically navigates through multiple pages of reviews to collect all available data.
• Customizable Inputs: Accepts multiple product URLs for batch processing.
• Structured Output: Returns clean, well-organized JSON data for easy integration into analysis pipelines.
• Proxy Support: Configurable with Apify Proxy for reliable and anonymous scraping.

Output

The actor outputs a JSON array of review objects with the following fields:

Example Output:

[
    {
        "Product_Id": "1043441",
        "Review_Id": "34068652",
        "Rating": 5,
        "Title": "Texas Instruments TI-30Xa",
        "Body": "I had this calculator 18 years ago when I was beginning middle school. Back then the calculator had great features which made life easier in my math classes. When I was buying school supplies I noticed that the calculator was still for sale, so I ordered it. Upon arrival I was using it on homework and I noticed that they added some great new features. I am so happy with my purchase.",
        "Sentiment": null,
        "Section": "",
        "Higher_Topic": null,
        "Granular_Topic": null,
        "Source": "Walmart",
        "Full_Review": "Texas Instruments TI-30Xa: I had this calculator 18 years ago when I was beginning middle school. Back then the calculator had great features which made life easier in my math classes. When I was buying school supplies I noticed that the calculator was still for sale, so I ordered it. Upon arrival I was using it on homework and I noticed that they added some great new features. I am so happy with my purchase.",
        "Review_Type": "Product Review",
        "Title_Trans": "Texas Instruments TI-30Xa",
        "Body_Trans": "I had this calculator 18 years ago when I was beginning middle school. Back then the calculator had great features which made life easier in my math classes. When I was buying school supplies I noticed that the calculator was still for sale, so I ordered it. Upon arrival I was using it on homework and I noticed that they added some great new features. I am so happy with my purchase.",
        "Full_Review_Trans": "Texas Instruments TI-30Xa: I had this calculator 18 years ago when I was beginning middle school. Back then the calculator had great features which made life easier in my math classes. When I was buying school supplies I noticed that the calculator was still for sale, so I ordered it. Upon arrival I was using it on homework and I noticed that they added some great new features. I am so happy with my purchase.",
        "Gender": "Unisex",
        "Year_Quarter": "2014-Q3",
        "Date": "07-25-2014",
        "URL": "https://www.walmart.com/reviews/product/1043441",
        "Crawled_Date": "07-25-2025"
    }
]

Use Cases

• Market Research: Analyze customer feedback to understand product performance and consumer preferences.
• Sentiment Analysis: Extract review data for natural language processing and sentiment analysis projects.
• Competitor Analysis: Monitor reviews of competing products to identify strengths and weaknesses.
• Product Development: Use customer insights to inform product improvements or new feature development.
• Brand Monitoring: Track customer satisfaction and brand perception over time.

Support

For bug reports or custom needs, contact support@getdataforme.com or use our contact form: https://getdataforme.com/contact/.
Please include a clear subject line in your message, such as "Walmart Reviews Spider Support."

Thank you for using the Walmart Reviews Spider!