Cvs Parser Spider

Introduction

The Cvs Parser Spider is a powerful Apify Actor designed to extract and parse customer reviews from CVS product pages efficiently. It automates the collection of detailed review data, including ratings, titles, and full text, enabling businesses and researchers to gain valuable insights into consumer sentiment. By handling multiple URLs in a single run, it streamlines data aggregation for market analysis and decision-making.

Features

• Efficient Review Extraction: Scrapes comprehensive review details from CVS product pages, including ratings, titles, bodies, and metadata.
• Batch Processing: Supports multiple URLs in one execution, allowing for scalable data collection across various products.
• Structured Output: Delivers clean, JSON-formatted data with fields like Product_Id, Review_Id, Rating, and more for easy integration.
• High Reliability: Built with robust error handling to manage dynamic web changes and ensure consistent data quality.
• Fast Performance: Optimized for speed, processing reviews quickly without compromising accuracy.
• Customizable Inputs: Flexible URL configuration to target specific CVS products or categories.
• Apify Integration: Seamlessly runs on the Apify platform with built-in monitoring and export options.

Input Parameters

Parameter	Type	Required	Description	Example
Urls	array	No	A list of CVS product URLs to scrape reviews from. Each URL must be a valid HTTP/HTTPS link.	["https://www.cvs.com/shop/well-market-deluxe-mixed-nuts-8-oz-prodid-335187"]

Example Usage

To run the Cvs Parser Spider, provide the input configuration in JSON format. Here's an example:

{
  "Urls": [
    "https://www.cvs.com/shop/reese-s-milk-chocolate-peanut-butter-creme-hearts-valentine-s-day-candy-7-4-oz-prodid-826335"
  ]
}

The Actor will output a JSON array of review objects. Example output:

[
  {
    "Product_Id": "826335",
    "Review_Id": "273011071",
    "Rating": 5,
    "Title": "Best Christmas Trees in KY",
    "Body": "These are a holiday go too, I look for these every year since they've been out! They are so delicious!",
    "Sentiment": null,
    "Section": "",
    "Higher_Topic": null,
    "Granular_Topic": null,
    "Source": "CVS",
    "Full_Review": "Best Christmas Trees in KY: These are a holiday go too, I look for these every year since they've been out! They are so delicious!",
    "Review_Type": "Product Review",
    "Title_Trans": "Best Christmas Trees in KY",
    "Body_Trans": "These are a holiday go too, I look for these every year since they've been out! They are so delicious!",
    "Full_Review_Trans": "Best Christmas Trees in KY: These are a holiday go too, I look for these every year since they've been out! They are so delicious!",
    "Product_Name_Trans": "Reese's Milk Chocolate Peanut Butter Creme Hearts Valentine's Day Candy,  7.4 OZ",
    "Product_Segment": "Snacks",
    "Gender": "Unisex",
    "Product_Segment2": "Nuts",
    "Year_Quarter": "2026-Q1",
    "Sub_Brand": "Reese's",
    "Format": "Pants",
    "Country": "India",
    "Date": "01-19-2026",
    "Product_Name": "Reese's Milk Chocolate Peanut Butter Creme Hearts Valentine's Day Candy,  7.4 OZ",
    "Brand": "Reese's",
    "URL": "https://www.cvs.com/shop/reese-s-milk-chocolate-peanut-butter-creme-hearts-valentine-s-day-candy-7-4-oz-prodid-826335",
    "Crawled_Date": "01-29-2026"
  },
  {
    "Product_Id": "826335",
    "Review_Id": "273101827",
    "Rating": 5,
    "Title": "These kandies are pretty good",
    "Body": "The chocolate and peanut butter clash is an perfect treat",
    "Sentiment": null,
    "Section": "",
    "Higher_Topic": null,
    "Granular_Topic": null,
    "Source": "CVS",
    "Full_Review": "These kandies are pretty good: The chocolate and peanut butter clash is an perfect treat",
    "Review_Type": "Product Review",
    "Title_Trans": "These kandies are pretty good",
    "Body_Trans": "The chocolate and peanut butter clash is an perfect treat",
    "Full_Review_Trans": "These kandies are pretty good: The chocolate and peanut butter clash is an perfect treat",
    "Product_Name_Trans": "Reese's Milk Chocolate Peanut Butter Creme Hearts Valentine's Day Candy,  7.4 OZ",
    "Product_Segment": "Snacks",
    "Gender": "Unisex",
    "Product_Segment2": "Nuts",
    "Year_Quarter": "2026-Q1",
    "Sub_Brand": "Reese's",
    "Format": "Pants",
    "Country": "India",
    "Date": "01-22-2026",
    "Product_Name": "Reese's Milk Chocolate Peanut Butter Creme Hearts Valentine's Day Candy,  7.4 OZ",
    "Brand": "Reese's",
    "URL": "https://www.cvs.com/shop/reese-s-milk-chocolate-peanut-butter-creme-hearts-valentine-s-day-candy-7-4-oz-prodid-826335",
    "Crawled_Date": "01-29-2026"
  },
  {
    "Product_Id": "826335",
    "Review_Id": "272609130",
    "Rating": 5,
    "Title": "Absolutely delicious!",
    "Body": "This variation of Reese’s is absolutely delicious. It has a much softer texture than the original Reese’s with a creamier peanut butter inside. My favorite Reese’s for sure!",
    "Sentiment": null,
    "Section": "",
    "Higher_Topic": null,
    "Granular_Topic": null,
    "Source": "CVS",
    "Full_Review": "Absolutely delicious!: This variation of Reese’s is absolutely delicious. It has a much softer texture than the original Reese’s with a creamier peanut butter inside. My favorite Reese’s for sure!",
    "Review_Type": "Product Review",
    "Title_Trans": "Absolutely delicious!",
    "Body_Trans": "This variation of Reese’s is absolutely delicious. It has a much softer texture than the original Reese’s with a creamier peanut butter inside. My favorite Reese’s for sure!",
    "Full_Review_Trans": "Absolutely delicious!: This variation of Reese’s is absolutely delicious. It has a much softer texture than the original Reese’s with a creamier peanut butter inside. My favorite Reese’s for sure!",
    "Product_Name_Trans": "Reese's Milk Chocolate Peanut Butter Creme Hearts Valentine's Day Candy,  7.4 OZ",
    "Product_Segment": "Snacks",
    "Gender": "Unisex",
    "Product_Segment2": "Nuts",
    "Year_Quarter": "2026-Q1",
    "Sub_Brand": "Reese's",
    "Format": "Pants",
    "Country": "India",
    "Date": "01-10-2026",
    "Product_Name": "Reese's Milk Chocolate Peanut Butter Creme Hearts Valentine's Day Candy,  7.4 OZ",
    "Brand": "Reese's",
    "URL": "https://www.cvs.com/shop/reese-s-milk-chocolate-peanut-butter-creme-hearts-valentine-s-day-candy-7-4-oz-prodid-826335",
    "Crawled_Date": "01-29-2026"
  }
]

Use Cases

• Market Research: Analyze customer feedback on CVS products to identify trends and preferences.
• Competitive Intelligence: Compare reviews across similar products to benchmark performance.
• Price Monitoring: Track sentiment alongside pricing data for informed pricing strategies.
• Content Aggregation: Collect reviews for content creation, such as blog posts or reports.
• Academic Research: Gather data for studies on consumer behavior in retail.
• Business Automation: Automate review collection for dashboards or alerts on product performance.

Installation and Usage

1. Search for "Cvs Parser Spider" 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 output is 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 rating), Title (review title), Body (review content), Full_Review (combined title and body), and metadata like Date, Brand, and URL. Additional fields like Sentiment, Higher_Topic, and Granular_Topic are placeholders for potential future enhancements. The data is structured for easy parsing and integration into databases or analysis tools.

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!