Tripadvisor, a longstanding platform for discovering travel destinations, employs various techniques to prevent web scraping, including JavaScript challenges, browser fingerprinting, and dynamic content loading. To effectively scrape hotel data from Tripadvisor, traditional tools like Python Requests and BeautifulSoup are inadequate, necessitating the use of Selenium, a tool that allows browser automation through Python scripts. The guide details setting up Selenium with appropriate browser drivers and handling dynamic content and CAPTCHAs to extract hotel information, such as names, reviews, scores, and locations, and write this data to a CSV file. It also explores advanced techniques to avoid detection, such as using headless browsers, fake user agents, and strategic pauses between requests. Additionally, for those seeking scalability and compliance, Bright Data offers more robust solutions like Scraping Browser and structured Tripadvisor datasets, which facilitate data extraction without the technical hurdles of manual scraping.