Stateless Stream Processing involves operations that act on each incoming data event independently, without needing context or information from previous events. Examples include simple filtering (e.g., `WHERE amount > 100`) or projection (selecting specific fields). While useful, many real-world streaming applications require stateful processing to derive meaningful insights.