Data extraction is the process of extracting structured data from various sources, such as databases, websites, and documents. It involves identifying relevant data sources, overcoming challenges like data quality issues, and applying techniques like web scraping and database queries. Data validation ensures accuracy, while ethical considerations guide responsible practices. Case studies showcase the practical applications of data extraction, demonstrating its impact in fields like market research and academic research.