The online movie review ecosystem has evolved from traditional critic columns to vast, user-generated platforms like IMDb and Rotten Tomatoes, where millions of viewers voice their opinions in real time. Studios, marketers, researchers, and streaming platforms now rely on viewer sentiment to guide content strategies, refine scripts, and forecast box office success. However, manually tracking reviews and comments across these platforms is inefficient, error-prone, and impossible at scale.