Cvs Reviews Parser Spider

Cvs Reviews Parser Spider

Introduction

The Cvs Reviews Parser Spider is an Apify Actor designed to scrape customer reviews from product pages on the CVS website. This actor extracts detailed review information, including ratings, review text, and product metadata, enabling users to gather valuable insights about products. Simply provide the URLs of the product pages, and the actor will return structured review data in JSON format, perfect for market research, sentiment analysis, or product performance tracking.

Input Parameters

The actor accepts the following input parameters:

Parameter	Type	Description	Required
Urls	Array	List of CVS product page URLs to scrape reviews from (e.g., https://www.cvs.com/shop/well-market-deluxe-mixed-nuts-8-oz-prodid-335187).	Yes
proxyConfiguration	Object	Proxy settings for the actor. Recommended to use {"useApifyProxy": true, "apifyProxyGroups": ["RESIDENTIAL"]} for reliable scraping.	Yes

Example Input

{
    "Urls": [
        "https://www.cvs.com/shop/well-market-deluxe-mixed-nuts-8-oz-prodid-335187"
    ],
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ]
    }
}

Features

• Comprehensive Review Extraction: Captures detailed review data, including product ID, review ID, rating, title, body, and more.
• Flexible Input: Supports multiple product URLs for batch processing.
• Proxy Support: Integrates with Apify's proxy system to ensure reliable and anonymous scraping.
• Structured Output: Returns clean, JSON-formatted data for easy integration into analysis tools.
• Error Handling: Robust handling of page errors and timeouts to ensure consistent performance.

Output

The actor outputs a JSON array containing review details for each product. Below is an example output:

[
  {
    "Product_Id": "335187",
    "Review_Id": "243619170",
    "Rating": 5,
    "Title": "A Yummy Snack, Just Needs a Little More Balance",
    "Body": "I’m always on the hunt for healthier snacks, so I was excited to try this one. The mix of nuts is great, and I love having a little variety in each handful. My only gripe is that the nuts aren’t evenly distributed. I had to dig around a bit to find the pecans. But honestly, everything tasted fresh and yummy, and I found myself reaching for it throughout the day when I needed a little snack boost.",
    "Sentiment": null,
    "Section": "",
    "Higher_Topic": null,
    "Granular_Topic": null,
    "Source": "Flipkart",
    "Full_Review": "A Yummy Snack, Just Needs a Little More Balance: I’m always on the hunt for healthier snacks, so I was excited to try this one. The mix of nuts is great, and I love having a little variety in each handful. My only gripe is that the nuts aren’t evenly distributed. I had to dig around a bit to find the pecans. But honestly, everything tasted fresh and yummy, and I found myself reaching for it throughout the day when I needed a little snack boost.",
    "Review_Type": "Product Review",
    "Title_Trans": "A Yummy Snack, Just Needs a Little More Balance",
    "Body_Trans": "I’m always on the hunt for healthier snacks, so I was excited to try this one. The mix of nuts is great, and I love having a little variety in each handful. My only gripe is that the nuts aren’t evenly distributed. I had to dig around a bit to find the pecans. But honestly, everything tasted fresh and yummy, and I found myself reaching for it throughout the day when I needed a little snack boost.",
    "Full_Review_Trans": "A Yummy Snack, Just Needs a Little More Balance: I’m always on the hunt for healthier snacks, so I was excited to try this one. The mix of nuts is great, and I love having a little variety in each handful. My only gripe is that the nuts aren’t evenly distributed. I had to dig around a bit to find the pecans. But honestly, everything tasted fresh and yummy, and I found myself reaching for it throughout the day when I needed a little snack boost.",
    "Product_Name_Trans": "Well Market Deluxe Mixed Nuts, 8 oz",
    "Product_Segment": "Snacks",
    "Gender": "Unisex",
    "Product_Segment2": "Nuts",
    "Year_Quarter": "2025-Q3",
    "Sub_Brand": "Well Market",
    "Format": "Pants",
    "Country": "India",
    "Date": "07-28-2025",
    "Product_Name": "Well Market Deluxe Mixed Nuts, 8 oz",
    "Brand": "Well Market",
    "URL": "https://www.cvs.com/shop/well-market-deluxe-mixed-nuts-8-oz-prodid-335187",
    "Crawled_Date": "08-01-2025"
  }
]

Use Cases

• Market Research: Analyze customer feedback to understand product performance and consumer preferences.
• Sentiment Analysis: Extract review data to perform sentiment analysis and gauge customer satisfaction.
• Competitor Analysis: Compare reviews across similar products to identify strengths and weaknesses.
• Product Development: Use customer insights to inform product improvements or new product launches.

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 "Cvs Reviews Parser Spider Support."