Legal Data Extraction at Scale

GoodLegal.fr needed a comprehensive database of legal professionals for their outreach efforts.

Manually collecting contact information for 80,000 lawyers across 400 different top law firm websites worldwide was impossible to scale. They required a rapid, automated solution that ensured high data accuracy while strictly adhering to compliance standards.

I developed a custom web scraping pipeline using Python and BeautifulSoup to automate the data collection process.

The system was designed with strict compliance measures, targeting ONLY publicly available email addresses and contact information. No private or protected data was accessed.

The pipeline included intelligent cross-validation logic to ensure the accuracy of the extracted data, filtering out invalid or incomplete records automatically.