A Time Window is a mechanism in stream processing for grouping events that fall within a specific time interval, enabling operations like aggregations or joins over bounded subsets of an unbounded stream. Windows are defined based on time attributes (Event Time or Processing Time) and come in various types (Tumbling, Hopping, Session) to suit different analytical needs. They are fundamental for analyzing trends and patterns over time.