How does Netflix decide which thumbnail to show to different users for the same show?

Netflix uses a contextual bandit approach to select thumbnails based on personalized features extracted from user engagement history and real-time context. It analyzes image features and matches them to a taste vector derived from user preferences, ensuring it optimizes for individual click probabilities rather than a static image ranking.