diff --git a/airflow-core/src/airflow/jobs/triggerer_job_runner.py b/airflow-core/src/airflow/jobs/triggerer_job_runner.py
index 5e6d6d613b47f..b88f65868a037 100644
--- a/airflow-core/src/airflow/jobs/triggerer_job_runner.py
+++ b/airflow-core/src/airflow/jobs/triggerer_job_runner.py
@@ -603,6 +603,7 @@ def update_triggers(self, requested_trigger_ids: set[int]):
             self.running_triggers.union(x[0] for x in self.events)
             .union(self.cancelling_triggers)
             .union(trigger[0] for trigger in self.failed_triggers)
+            .union(trigger.id for trigger in self.creating_triggers)
         )
         # Work out the two difference sets
         new_trigger_ids = requested_trigger_ids - known_trigger_ids
diff --git a/airflow-core/tests/unit/jobs/test_triggerer_job.py b/airflow-core/tests/unit/jobs/test_triggerer_job.py
index ef065cf2c8d16..b6892e6232551 100644
--- a/airflow-core/tests/unit/jobs/test_triggerer_job.py
+++ b/airflow-core/tests/unit/jobs/test_triggerer_job.py
@@ -1006,3 +1006,80 @@ async def test_trigger_can_fetch_dag_run_count_ti_count_in_deferrable(session, d
     assert task_instance.next_kwargs == {
         "event": {"ti_count": 1, "dr_count": 1, "task_states": {"test": {"parent_task": "success"}}}
     }
+
+
+def test_update_triggers_prevents_duplicate_creation_queue_entries(session, supervisor_builder):
+    """
+    Test that update_triggers prevents adding triggers to the creation queue
+    if they are already queued for creation.
+    """
+    trigger = TimeDeltaTrigger(datetime.timedelta(days=7))
+    dag_model, run, trigger_orm, task_instance = create_trigger_in_db(session, trigger)
+
+    supervisor = supervisor_builder()
+
+    # First call to update_triggers should add the trigger to creating_triggers
+    supervisor.update_triggers({trigger_orm.id})
+    assert len(supervisor.creating_triggers) == 1
+    assert supervisor.creating_triggers[0].id == trigger_orm.id
+
+    # Second call to update_triggers with the same trigger_id should not add it again
+    supervisor.update_triggers({trigger_orm.id})
+    assert len(supervisor.creating_triggers) == 1
+    assert supervisor.creating_triggers[0].id == trigger_orm.id
+
+    # Verify that the trigger is not in running_triggers yet (it's still queued)
+    assert trigger_orm.id not in supervisor.running_triggers
+
+    # Verify that the trigger is not in any other tracking sets
+    assert trigger_orm.id not in supervisor.cancelling_triggers
+    assert not any(trigger_id == trigger_orm.id for trigger_id, _ in supervisor.events)
+    assert not any(trigger_id == trigger_orm.id for trigger_id, _ in supervisor.failed_triggers)
+
+
+def test_update_triggers_prevents_duplicate_creation_queue_entries_with_multiple_triggers(
+    session, supervisor_builder, dag_maker
+):
+    """
+    Test that update_triggers prevents adding multiple triggers to the creation queue
+    if they are already queued for creation.
+    """
+    trigger1 = TimeDeltaTrigger(datetime.timedelta(days=7))
+    trigger2 = TimeDeltaTrigger(datetime.timedelta(days=14))
+
+    dag_model1, run1, trigger_orm1, task_instance1 = create_trigger_in_db(session, trigger1)
+
+    with dag_maker("test_dag_2"):
+        EmptyOperator(task_id="test_ti_2")
+
+    run2 = dag_maker.create_dagrun()
+    trigger_orm2 = Trigger.from_object(trigger2)
+    ti2 = run2.task_instances[0]
+    session.add(trigger_orm2)
+    session.flush()
+    ti2.trigger_id = trigger_orm2.id
+    session.merge(ti2)
+    session.flush()
+    # Create a supervisor
+    supervisor = supervisor_builder()
+
+    # First call to update_triggers should add both triggers to creating_triggers
+    supervisor.update_triggers({trigger_orm1.id, trigger_orm2.id})
+    assert len(supervisor.creating_triggers) == 2
+    trigger_ids = {trigger.id for trigger in supervisor.creating_triggers}
+    assert trigger_orm1.id in trigger_ids
+    assert trigger_orm2.id in trigger_ids
+
+    # Second call to update_triggers with the same trigger_ids should not add them again
+    supervisor.update_triggers({trigger_orm1.id, trigger_orm2.id})
+    assert len(supervisor.creating_triggers) == 2
+    trigger_ids = {trigger.id for trigger in supervisor.creating_triggers}
+    assert trigger_orm1.id in trigger_ids
+    assert trigger_orm2.id in trigger_ids
+
+    # Third call with just one trigger should not add duplicates
+    supervisor.update_triggers({trigger_orm1.id})
+    assert len(supervisor.creating_triggers) == 2
+    trigger_ids = {trigger.id for trigger in supervisor.creating_triggers}
+    assert trigger_orm1.id in trigger_ids
+    assert trigger_orm2.id in trigger_ids