My role. Python Data Extraction &

My role. Python Data Extraction & Automation Developer

Project description. Developed a Python automation workflow to extract company information from a large trade exhibition directory and build a structured business contact database. The solution automated company data collection, website discovery, business email extraction from publicly available sources, data validation, duplicate removal, and Excel export. The final dataset was organized, searchable, and ready for lead generation and business research.