The scheduler is what schedules tasks. If one scheduler dies, task definitions don't vanish. They live in the metadata DB / DAG files.
Airflow can run multiple schedulers for high availability (shared metadata DB). If one fails, another keeps scheduling.
Scheduler 1 / 2 / 3 → Shared metadata DB