400+ Law Firm Websites Pipeline
Structured data extraction pipeline across 400 individual law firm websites for a legal intelligence company.
Result
400 differently built websites, one consistent dataset. The client came back for more work
- Service
- Web Scraping
- Built with
- PythonBeautifulSoupScrapyProxy RotationPandasExcel
What it does
- Scraped 400 law firm websites each with a different structure, security layer, and data format
- Handled missing fields, inconsistent layouts, and varying anti-bot measures per site
- Single pipeline producing one consistent output format across all 400 sources
- Built-in QA and data validation before final export
Who it helps
- Legal intelligence companies get a clean queryable dataset across the full market
- Cuts weeks of manual research down to a single automated pipeline run
- Client returned with additional projects after delivery
- Scales to any number of additional firm websites with minimal reconfiguration
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