diff --git a/providers/celery/src/airflow/providers/celery/executors/celery_executor.py b/providers/celery/src/airflow/providers/celery/executors/celery_executor.py
index 7fc388c9608a8..ba3af24415a0d 100644
--- a/providers/celery/src/airflow/providers/celery/executors/celery_executor.py
+++ b/providers/celery/src/airflow/providers/celery/executors/celery_executor.py
@@ -44,6 +44,7 @@
 )
 from airflow.providers.celery.version_compat import AIRFLOW_V_3_0_PLUS, AIRFLOW_V_3_2_PLUS
 from airflow.providers.common.compat.sdk import AirflowTaskTimeout, Stats
+from airflow.utils.helpers import prune_dict
 from airflow.utils.state import TaskInstanceState
 
 log = logging.getLogger(__name__)
@@ -210,7 +211,7 @@ def _send_workloads(self, workload_tuples_to_send: Sequence[WorkloadInCelery]):
             ):
                 retries = self.workload_publish_retries[key]
                 if retries < self.workload_publish_max_retries:
-                    Stats.incr("celery.task_timeout_error")
+                    Stats.incr("celery.task_timeout_error", tags=prune_dict({"team_name": self.team_name}))
                     self.log.info(
                         "[Try %s of %s] Celery Task Timeout Error for Workload: (%s).",
                         self.workload_publish_retries[key] + 1,
diff --git a/providers/celery/tests/unit/celery/executors/test_celery_executor.py b/providers/celery/tests/unit/celery/executors/test_celery_executor.py
index c349efa32cb4e..f66c8e81ab3bf 100644
--- a/providers/celery/tests/unit/celery/executors/test_celery_executor.py
+++ b/providers/celery/tests/unit/celery/executors/test_celery_executor.py
@@ -39,7 +39,7 @@
 from airflow.models.taskinstance import TaskInstance, TaskInstanceKey
 from airflow.providers.celery.executors import celery_executor, celery_executor_utils, default_celery
 from airflow.providers.celery.executors.celery_executor import CeleryExecutor
-from airflow.providers.common.compat.sdk import conf
+from airflow.providers.common.compat.sdk import AirflowTaskTimeout, conf
 from airflow.utils.state import State
 
 from tests_common.test_utils import db
@@ -216,6 +216,64 @@ def test_gauge_executor_metrics(self, mock_stats_gauge, mock_trigger_tasks, mock
         ]
         mock_stats_gauge.assert_has_calls(calls)
 
+    @pytest.mark.backend("mysql", "postgres")
+    @pytest.mark.parametrize(
+        ("team_name", "tags"),
+        [
+            pytest.param(
+                None,
+                {},
+                id="without_team",
+            ),
+            pytest.param(
+                "team_a",
+                {"team_name": "team_a"},
+                id="with_team",
+                marks=pytest.mark.skipif(
+                    not AIRFLOW_V_3_1_PLUS,
+                    reason="team_name metrics require Airflow 3.1+",
+                ),
+            ),
+        ],
+    )
+    @mock.patch("airflow.providers.celery.executors.celery_executor.Stats")
+    def test_send_workloads_emits_task_timeout_metric(
+        self,
+        mock_stats,
+        team_name,
+        tags,
+    ):
+        with _prepare_app():
+            executor = celery_executor.CeleryExecutor()
+            executor.team_name = team_name
+
+            key = TaskInstanceKey(
+                dag_id="dag",
+                task_id="task",
+                run_id="run",
+                try_number=1,
+            )
+            timeout = AirflowTaskTimeout()
+            exception = celery_executor_utils.ExceptionWithTraceback(timeout, "traceback")
+
+            executor.workload_publish_max_retries = 3
+            executor.workload_publish_retries[key] = 0
+            executor.queued_tasks[key] = mock.Mock()
+
+            with mock.patch.object(
+                executor,
+                "_send_workloads_to_celery",
+                return_value=[(key, None, exception)],
+            ):
+                executor._send_workloads([mock.Mock()])
+
+            mock_stats.incr.assert_called_once_with(
+                "celery.task_timeout_error",
+                tags=tags,
+            )
+
+            assert executor.workload_publish_retries[key] == 1
+
     @pytest.mark.skipif(AIRFLOW_V_3_0_PLUS, reason="Airflow 3 doesn't have execute_command anymore")
     @pytest.mark.parametrize(
         ("command", "raise_exception"),