This research report is a foundational analysis of how Netflix data scraping can reveal valuable insights into viewer preferences in movies and series. The first section will discuss the methodologies for scraping Netflix data and analyzing viewer preferences and trends. We will present relevant Netflix movie datasets and comparative analyses to highlight our findings.