In this project, we extract cinema-related data from multiple sources using an API and web scraping. The data is then transformed and loaded into a MySQL database that we designed. We implemented this using MySQL Workbench, Jupyter Notebooks, Python, and libraries like Beautiful Soup, Selenium, MySQL Connector, Pandas, and NumPy.