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Cloud Composer now supports Apache Airflow 3.1, offering new features like Human-in-the-Loop workflows and proactive Deadline Alerts. These enhancements improve oversight, reliability, and support for international teams. The update promotes open orchestration, allowing greater flexibility and community-driven innovation.