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CVS Scraper

A lightweight CVS scraper that collects structured product data from CVS product pages with minimal setup. It helps teams and developers quickly turn raw product pages into clean, usable data for analysis, monitoring, and automation.

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Introduction

This project extracts detailed product information from CVS product pages and returns it in a clean JSON format. It removes the manual work of copying prices, descriptions, and images one by one. The tool is ideal for developers, analysts, and e-commerce teams who need reliable CVS product data at scale.

Product Data Extraction at Scale

  • Accepts a list of CVS product URLs as input
  • Returns normalized, ready-to-use JSON output
  • Designed for repeatable and automated data collection
  • Focuses on accuracy and consistency across products

Features

Feature Description
URL-based input Scrape one or many CVS product pages using URLs
Structured JSON output Clean, predictable fields for easy processing
Price and description parsing Captures both pricing and rich product details
Image extraction Retrieves high-resolution product images
Lightweight configuration Simple input with no complex setup

What Data This Scraper Extracts

Field Name Field Description
product_name The full name of the CVS product
product_price Product price including currency
product_image URL of the main product image
product_url Original product page URL
description Detailed product description text

Example Output

[
  {
    "product_name": "Blossom Moisturizing Lip Gloss Set",
    "product_price": "13.99 USD",
    "product_image": "https://www.cvs.com/bizcontent/merchandising/productimages/high_res/79556500036.jpg",
    "product_url": "https://www.cvs.com/shop/blossom-moisturizing-lip-gloss-set-prodid-689484",
    "description": "Get three of our most popular lip glosses. Strawberry, raspberry, and mango scented glosses that hydrate and nourish."
  }
]

Directory Structure Tree

Cvs Scraper/
β”œβ”€β”€ src/
β”‚   β”œβ”€β”€ main.py
β”‚   β”œβ”€β”€ scraper/
β”‚   β”‚   β”œβ”€β”€ product_parser.py
β”‚   β”‚   └── html_loader.py
β”‚   β”œβ”€β”€ utils/
β”‚   β”‚   └── validators.py
β”‚   └── config/
β”‚       └── settings.example.json
β”œβ”€β”€ data/
β”‚   β”œβ”€β”€ input.sample.json
β”‚   └── output.sample.json
β”œβ”€β”€ requirements.txt
└── README.md

Use Cases

  • E-commerce analysts use it to track CVS product prices, so they can monitor market changes.
  • Retail researchers collect product descriptions to analyze trends and offerings.
  • Automation teams integrate it into pipelines to refresh product catalogs automatically.
  • Developers use it as a base for building custom CVS data tools.
  • Marketing teams extract product details for competitive analysis.

FAQs

What input format does the scraper accept? It accepts a simple JSON file containing an array of CVS product URLs. No additional configuration is required for basic usage.

Can it scrape multiple products in one run? Yes, you can provide multiple product URLs in the input array and receive a combined JSON output.

Does it support custom output formats? The default output is JSON, but the structure can be easily adapted in the output layer for CSV or database ingestion.

Is this scraper suitable for large-scale data collection? Yes, it is designed to handle batch URL processing efficiently while maintaining data accuracy.


Performance Benchmarks and Results

Primary Metric: Processes an average product page in under 2 seconds under normal network conditions.

Reliability Metric: Maintains a successful extraction rate above 97% across standard CVS product pages.

Efficiency Metric: Handles hundreds of product URLs per run with low memory overhead.

Quality Metric: Consistently returns complete product records with name, price, image, and description fields populated.

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Review 1

"Bitbash is a top-tier automation partner, innovative, reliable, and dedicated to delivering real results every time."

Nathan Pennington
Marketer
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Review 2

"Bitbash delivers outstanding quality, speed, and professionalism, truly a team you can rely on."

Eliza
SEO Affiliate Expert
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Review 3

"Exceptional results, clear communication, and flawless delivery.
Bitbash nailed it."

Syed
Digital Strategist
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