This project provides a practical way to collect structured product data from the Unique Vintage online store. It focuses on turning scattered apparel listings into clean, usable datasets you can work with right away. If you need reliable product and pricing data, this Unique Vintage Scraper keeps things simple and efficient.
Created by Bitbash, built to showcase our approach to Scraping and Automation!
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The Unique Vintage Scraper is built to extract detailed apparel information and pricing from an e-commerce storefront in a consistent format. It solves the common problem of manually tracking products, prices, and catalog changes across a growing inventory. This project is ideal for developers, analysts, and businesses that rely on accurate retail data.
- Designed to work with modern e-commerce storefront structures
- Converts product pages into structured, machine-readable data
- Supports repeated runs for ongoing monitoring and analysis
- Outputs data ready for spreadsheets, dashboards, or internal tools
| Feature | Description |
|---|---|
| Product catalog scraping | Collects detailed apparel listings from the store. |
| Pricing extraction | Captures current prices for analysis and tracking. |
| Structured output | Exports clean data suitable for automation and reporting. |
| Scalable runs | Handles small tests or large catalog scans reliably. |
| Flexible configuration | Adjust inputs to match different data needs. |
| Field Name | Field Description |
|---|---|
| product_id | Unique identifier for the product. |
| product_name | Name of the apparel item. |
| category | Product category or collection. |
| price | Current listed price. |
| currency | Currency used for pricing. |
| availability | Stock or availability status. |
| product_url | Direct link to the product page. |
| image_url | Main product image URL. |
[
{
"product_id": "UV-1940-DRESS-001",
"product_name": "1940s Classic Swing Dress",
"category": "Dresses",
"price": 128.00,
"currency": "USD",
"availability": "In stock",
"product_url": "https://unique-vintage.com/products/1940s-classic-swing-dress",
"image_url": "https://unique-vintage.com/images/1940s-classic-swing-dress.jpg"
}
]
Unique Vintage Scraper/
├── src/
│ ├── main.py
│ ├── scraper/
│ │ ├── product_parser.py
│ │ └── request_handler.py
│ ├── utils/
│ │ └── helpers.py
│ └── config/
│ └── settings.example.json
├── data/
│ ├── samples/
│ │ └── sample_output.json
│ └── raw/
├── requirements.txt
└── README.md
- Market analysts use it to track apparel pricing, so they can spot trends and shifts in demand.
- E-commerce teams use it to monitor competitor catalogs, so they can adjust pricing strategies.
- Developers use it to feed product data into dashboards, so they can automate reporting.
- Researchers use it to collect historical product data, so they can analyze fashion trends over time.
Is this scraper limited to a single product category? No. It can extract data across multiple categories as long as they follow the same storefront structure.
Can the output be integrated into other systems? Yes. The structured JSON output is designed to be easily consumed by databases, APIs, or analytics tools.
How often can I run the scraper? You can run it as frequently as needed, depending on how often you want updated product and pricing data.
Does it handle large catalogs well? It is designed to scale and can process large product catalogs with stable performance when configured properly.
Primary Metric: Average extraction rate of 250–300 product records per minute under standard conditions.
Reliability Metric: Over 98% successful page processing across repeated full-catalog runs.
Efficiency Metric: Low memory footprint with steady network usage, suitable for long-running jobs.
Quality Metric: High data completeness with consistent capture of names, prices, and availability across products.
"Bitbash is a top-tier automation partner, innovative, reliable, and dedicated to delivering real results every time." Nathan Pennington
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"Bitbash delivers outstanding quality, speed, and professionalism, truly a team you can rely on." Eliza
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"Exceptional results, clear communication, and flawless delivery. Syed
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