Cvs Product Reviews Scraper

Introduction

The CVS Product Reviews Scraper is a powerful Apify Actor designed to extract detailed product reviews from CVS.com. It enables users to gather valuable customer feedback, ratings, and insights on a wide range of products, making it an essential tool for market research, competitive analysis, and data-driven decision-making. By automating the scraping process, this Actor saves time and ensures reliable, structured data output for seamless integration into your workflows.

Features

• Comprehensive Review Extraction: Scrapes full review details including ratings, titles, bodies, and metadata from CVS product pages.
• High Data Quality: Ensures accurate and clean data with sentiment analysis placeholders and translated fields for global usability.
• Flexible Input: Accepts multiple URLs for batch processing, allowing efficient scraping of multiple products in one run.
• Proxy Support: Integrates with Apify Proxy for anonymous and reliable scraping, avoiding IP blocks.
• Structured Output: Delivers data in JSON format with consistent fields for easy parsing and analysis.
• Scalable Performance: Handles large volumes of reviews efficiently, suitable for both small and enterprise-scale projects.
• Error-Resilient: Includes built-in handling for common scraping challenges like rate limits and page variations.

Input Parameters

Parameter	Type	Required	Description	Example
Urls	array	Yes (min 1)	List of CVS product URLs to scrape reviews from. Each URL must be a valid HTTP/HTTPS link to a product page.	["https://www.cvs.com/shop/well-market-deluxe-mixed-nuts-8-oz-prodid-335187"]
proxyConfiguration	object	No	Configuration for proxy servers to hide the scraper's origin and ensure smooth operation. Defaults to using Apify Proxy.	{"useApifyProxy": true}

Example Usage

To run the Actor, provide input in JSON format:

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

Example output:

[
  {
    "Product_Id": "335187",
    "Review_Id": "247541158",
    "Rating": 5,
    "Title": "Amazing Snack!",
    "Body": "Delicious and nutritious snack! The perfect combinations of nuts that are great anytime of the day!",
    "Sentiment": null,
    "Section": "",
    "Higher_Topic": null,
    "Granular_Topic": null,
    "Source": "Flipkart",
    "Full_Review": "Amazing Snack!: Delicious and nutritious snack! The perfect combinations of nuts that are great anytime of the day!",
    "Review_Type": "Product Review",
    "Title_Trans": "Amazing Snack!",
    "Body_Trans": "Delicious and nutritious snack! The perfect combinations of nuts that are great anytime of the day!",
    "Full_Review_Trans": "Amazing Snack!: Delicious and nutritious snack! The perfect combinations of nuts that are great anytime of the day!",
    "Product_Name_Trans": "Well Market Deluxe Mixed Nuts, 8 oz",
    "Product_Segment": "Snacks",
    "Gender": "Unisex",
    "Product_Segment2": "Nuts",
    "Year_Quarter": "2026-Q1",
    "Sub_Brand": "Well Market",
    "Format": "Pants",
    "Country": "India",
    "Date": "01-18-2026",
    "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": "01-20-2026"
  }
]

Use Cases

• Market Research: Analyze customer sentiments and trends for product development and positioning.
• Competitive Intelligence: Compare reviews across similar products to identify strengths and weaknesses.
• Price Monitoring: Track feedback related to pricing and value for dynamic pricing strategies.
• Content Aggregation: Build datasets for AI training or content generation from real user reviews.
• Academic Research: Study consumer behavior and preferences in retail environments.
• Business Automation: Integrate review data into dashboards for automated reporting and alerts.

Installation and Usage

1. Search for "Cvs Product Reviews Scraper" in the Apify Store
2. Click "Try for free" or "Run"
3. Configure input parameters
4. Click "Start" to begin extraction
5. Monitor progress in the log
6. Export results in your preferred format (JSON, CSV, Excel)

Output Format

The Actor outputs data as a JSON array of objects, each representing a single review. Key fields include Product_Id (unique product identifier), Review_Id (unique review ID), Rating (numerical score), Title and Body (review content), Sentiment (analysis placeholder), and metadata like Date, Country, and URL. Translated fields (e.g., Title_Trans) provide multilingual support, while fields like Product_Segment and Brand offer categorization for easier analysis.

Support

For custom/simplified outputs or bug reports, please contact:

• Email: support@getdataforme.com
• Subject line: "custom support"
• Contact form: https://getdataforme.com/contact/

We're here to help you get the most out of this Actor!

---