Extracting hotel, flight, and travel data typically involves using automated tools to collect information such as hotel rates, flight schedules, availability, and customer reviews. This data can be sourced from travel booking sites, airline websites, hotel chains, and travel aggregators. By scraping hotel, flight, and travel data, businesses can access real-time information that helps in making informed decisions.