diff --git a/chart/docs/customizing-labels.rst b/chart/docs/customizing-labels.rst
index 978dbec2152ca..80b56cee80924 100644
--- a/chart/docs/customizing-labels.rst
+++ b/chart/docs/customizing-labels.rst
@@ -42,7 +42,7 @@ You can also set specific labels for individual Airflow components, which will b
 If the same label key exists in both global and component-specific labels, the component-specific value takes precedence (overrides the global value).
 
 This allows you to customize labels for specific components while still maintaining common global labels across all resources.
-For example, to add specific labels to different components:
+For example, to add specific labels to different components like scheduler or api-server:
 
 .. code-block:: yaml
    :caption: values.yaml
@@ -56,11 +56,6 @@ For example, to add specific labels to different components:
      labels:
        role: scheduler
 
-   # Worker specific labels
-   workers:
-     labels:
-       role: worker
-
    # API Server specific labels
    apiServer:
      labels:
diff --git a/chart/files/pod-template-file.kubernetes-helm-yaml b/chart/files/pod-template-file.kubernetes-helm-yaml
index 305e7b5e7235e..6449fe329ad88 100644
--- a/chart/files/pod-template-file.kubernetes-helm-yaml
+++ b/chart/files/pod-template-file.kubernetes-helm-yaml
@@ -39,8 +39,8 @@ metadata:
     tier: airflow
     component: worker
     release: {{ .Release.Name }}
-    {{- if or (.Values.labels) (.Values.workers.labels) }}
-      {{- mustMerge .Values.workers.labels .Values.labels | toYaml | nindent 4 }}
+    {{- if or .Values.labels .Values.workers.labels .Values.workers.kubernetes.labels }}
+      {{- mustMerge (.Values.workers.kubernetes.labels | default .Values.workers.labels) .Values.labels | toYaml | nindent 4 }}
     {{- end }}
   annotations:
     {{- tpl (toYaml $podAnnotations) . | nindent 4 }}
diff --git a/chart/newsfragments/65030.significant.rst b/chart/newsfragments/65030.significant.rst
new file mode 100644
index 0000000000000..055bfa7651919
--- /dev/null
+++ b/chart/newsfragments/65030.significant.rst
@@ -0,0 +1 @@
+``workers.labels`` field is now deprecated in favor of ``workers.celery.labels`` and ``workers.kubernetes.labels``. Please update your configuration accordingly.
diff --git a/chart/templates/NOTES.txt b/chart/templates/NOTES.txt
index 205fd39ec1930..b5038eaa55fd4 100644
--- a/chart/templates/NOTES.txt
+++ b/chart/templates/NOTES.txt
@@ -813,6 +813,14 @@ DEPRECATION WARNING:
 
 {{- end }}
 
+{{- if not (empty .Values.workers.labels) }}
+
+ DEPRECATION WARNING:
+    `workers.labels` has been renamed to `workers.celery.labels`/`workers.kubernetes.labels`.
+    Please change your values as support for the old name will be dropped in a future release.
+
+{{- end }}
+
 {{- if not (empty .Values.workers.volumeClaimTemplates) }}
 
  DEPRECATION WARNING:
diff --git a/chart/templates/workers/worker-kubernetes-serviceaccount.yaml b/chart/templates/workers/worker-kubernetes-serviceaccount.yaml
index 7530f0732d3be..b74474b42f288 100644
--- a/chart/templates/workers/worker-kubernetes-serviceaccount.yaml
+++ b/chart/templates/workers/worker-kubernetes-serviceaccount.yaml
@@ -32,8 +32,8 @@ metadata:
     release: {{ .Release.Name }}
     chart: "{{ .Chart.Name }}-{{ .Chart.Version }}"
     heritage: {{ .Release.Service }}
-    {{- if or .Values.labels .Values.workers.labels }}
-      {{- mustMerge .Values.workers.labels .Values.labels | toYaml | nindent 4 }}
+    {{- if or .Values.labels .Values.workers.labels .Values.workers.kubernetes.labels }}
+      {{- mustMerge (.Values.workers.kubernetes.labels | default .Values.workers.labels) .Values.labels | toYaml | nindent 4 }}
     {{- end }}
   {{- with (.Values.workers.kubernetes.serviceAccount.annotations | default .Values.workers.serviceAccount.annotations) }}
   annotations: {{- toYaml . | nindent 4 }}
diff --git a/chart/values.schema.json b/chart/values.schema.json
index 984149f26b241..a9560366ffe5a 100644
--- a/chart/values.schema.json
+++ b/chart/values.schema.json
@@ -2428,7 +2428,7 @@
                     "x-docsSection": "Common"
                 },
                 "labels": {
-                    "description": "Labels to add to the Airflow Celery workers objects and pods created with pod-template-file.",
+                    "description": "Labels to add to the Airflow Celery workers objects and pods created with pod-template-file (deprecated, use ``workers.celery.labels`` and/or ``workers.kubernetes.labels`` instead).",
                     "type": "object",
                     "default": {},
                     "additionalProperties": {
@@ -3648,6 +3648,14 @@
                                 "type": "string"
                             }
                         },
+                        "labels": {
+                            "description": "Labels to add to the Airflow Celery workers objects.",
+                            "type": "object",
+                            "default": {},
+                            "additionalProperties": {
+                                "type": "string"
+                            }
+                        },
                         "logGroomerSidecar": {
                             "description": "Configuration for Airflow Celery worker log groomer sidecar.",
                             "type": "object",
@@ -4349,6 +4357,14 @@
                                 "type": "string"
                             }
                         },
+                        "labels": {
+                            "description": "Labels to add to the pods created with pod-template-file.",
+                            "type": "object",
+                            "default": {},
+                            "additionalProperties": {
+                                "type": "string"
+                            }
+                        },
                         "schedulerName": {
                             "description": "Specify kube scheduler name for pods created with pod-template-file.",
                             "type": [
diff --git a/chart/values.yaml b/chart/values.yaml
index fa56e57bebc0b..75e0c979656cd 100644
--- a/chart/values.yaml
+++ b/chart/values.yaml
@@ -1139,6 +1139,7 @@ workers:
   podAnnotations: {}
 
   # Labels specific to Airflow Celery workers objects and pods created with pod-template-file
+  # (deprecated, use `workers.celery.labels` and/or `workers.kubernetes.labels` instead)
   labels: {}
 
   # Log groomer configuration for Airflow Celery workers
@@ -1550,6 +1551,9 @@ workers:
     # Pod annotations for the Airflow Celery workers (templated)
     podAnnotations: {}
 
+    # Labels specific to Airflow Celery workers objects
+    labels: {}
+
     # Log groomer configuration for Airflow Celery workers
     logGroomerSidecar:
       # Whether to deploy the Airflow Celery worker log groomer sidecar
@@ -1778,6 +1782,9 @@ workers:
     # Pod annotations for the pods created with pod-template-file (templated)
     podAnnotations: {}
 
+    # Labels specific to pods created with pod-template-file
+    labels: {}
+
     schedulerName: ~
 
 # Airflow scheduler settings
diff --git a/helm-tests/tests/helm_tests/airflow_aux/test_pod_template_file.py b/helm-tests/tests/helm_tests/airflow_aux/test_pod_template_file.py
index ed57a426ce514..55a1fb94d4c4b 100644
--- a/helm-tests/tests/helm_tests/airflow_aux/test_pod_template_file.py
+++ b/helm-tests/tests/helm_tests/airflow_aux/test_pod_template_file.py
@@ -1372,20 +1372,38 @@ def test_should_add_extraEnvs(self):
             "valueFrom": {"configMapKeyRef": {"name": "my-config-map", "key": "my-key"}},
         } in jmespath.search("spec.containers[0].env", docs[0])
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "kubernetes": {
+                    "labels": {"test_label": "test_label_value"},
+                }
+            },
+            {
+                "labels": {"key": "value"},
+                "kubernetes": {
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "executor": "KubernetesExecutor",
-                "workers": {
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/pod-template-file.yaml"],
             chart_dir=self.temp_chart_dir,
         )
 
-        assert "test_label" in jmespath.search("metadata.labels", docs[0])
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
     @pytest.mark.parametrize(
         "workers_values",
diff --git a/helm-tests/tests/helm_tests/airflow_core/test_pdb_worker.py b/helm-tests/tests/helm_tests/airflow_core/test_pdb_worker.py
index b3ba14679108d..2e18abad536df 100644
--- a/helm-tests/tests/helm_tests/airflow_core/test_pdb_worker.py
+++ b/helm-tests/tests/helm_tests/airflow_core/test_pdb_worker.py
@@ -57,22 +57,35 @@ def test_pod_disruption_budget_name(self, workers_values):
     @pytest.mark.parametrize(
         "workers_values",
         [
-            {"podDisruptionBudget": {"enabled": True}},
-            {"celery": {"podDisruptionBudget": {"enabled": True}}},
+            {"podDisruptionBudget": {"enabled": True}, "labels": {"test_label": "test_label_value"}},
+            {
+                "celery": {"podDisruptionBudget": {"enabled": True}},
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "celery": {
+                    "podDisruptionBudget": {"enabled": True},
+                    "labels": {"test_label": "test_label_value"},
+                }
+            },
+            {
+                "labels": {"key": "value"},
+                "celery": {
+                    "podDisruptionBudget": {"enabled": True},
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
         ],
     )
     def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
-            values={
-                "workers": {
-                    **workers_values,
-                    "labels": {"test_label": "test_label_value"},
-                },
-            },
+            values={"workers": workers_values},
             show_only=["templates/workers/worker-poddisruptionbudget.yaml"],
         )
 
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
     @pytest.mark.parametrize(
         "workers_values",
diff --git a/helm-tests/tests/helm_tests/airflow_core/test_worker.py b/helm-tests/tests/helm_tests/airflow_core/test_worker.py
index 376a2d30c08fb..10124a2500873 100644
--- a/helm-tests/tests/helm_tests/airflow_core/test_worker.py
+++ b/helm-tests/tests/helm_tests/airflow_core/test_worker.py
@@ -471,19 +471,37 @@ def test_should_add_extraEnvs_to_wait_for_migration_container(self, workers_valu
             "spec.template.spec.initContainers[0].env", docs[0]
         )
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "celery": {
+                    "labels": {"test_label": "test_label_value"},
+                }
+            },
+            {
+                "labels": {"key": "value"},
+                "celery": {
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "executor": "CeleryExecutor",
-                "workers": {
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/workers/worker-deployment.yaml"],
         )
 
-        assert "test_label" in jmespath.search("spec.template.metadata.labels", docs[0])
-        assert jmespath.search("spec.template.metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("spec.template.metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
     @pytest.mark.parametrize(
         "workers_values",
@@ -2300,20 +2318,40 @@ class TestWorkerCeleryLogGroomer(LogGroomerTestBase):
 class TestWorkerKedaAutoScaler:
     """Tests worker keda auto scaler."""
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {
+                "celery": {"keda": {"enabled": True}},
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "celery": {
+                    "keda": {"enabled": True},
+                    "labels": {"test_label": "test_label_value"},
+                }
+            },
+            {
+                "labels": {"key": "value"},
+                "celery": {
+                    "keda": {"enabled": True},
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "executor": "CeleryExecutor",
-                "workers": {
-                    "celery": {"keda": {"enabled": True}},
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/workers/worker-kedaautoscaler.yaml"],
         )
 
-        assert "test_label" in jmespath.search("metadata.labels", docs[0])
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
     def test_should_remove_replicas_field(self):
         docs = render_chart(
@@ -2469,20 +2507,37 @@ def test_should_be_disabled_on_keda_enabled(self, workers_values):
 
         assert len(docs) == 1
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {"celery": {"hpa": {"enabled": True}}, "labels": {"test_label": "test_label_value"}},
+            {
+                "celery": {
+                    "hpa": {"enabled": True},
+                    "labels": {"test_label": "test_label_value"},
+                }
+            },
+            {
+                "labels": {"key": "value"},
+                "celery": {
+                    "hpa": {"enabled": True},
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "executor": "CeleryExecutor",
-                "workers": {
-                    "celery": {"hpa": {"enabled": True}},
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/workers/worker-hpa.yaml"],
         )
 
-        assert "test_label" in jmespath.search("metadata.labels", docs[0])
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
     def test_should_remove_replicas_field(self):
         docs = render_chart(
@@ -2607,38 +2662,66 @@ def test_hpa_metrics_override(self, executor, workers_values):
 class TestWorkerNetworkPolicy:
     """Tests worker network policy."""
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "celery": {"labels": {"test_label": "test_label_value"}},
+            },
+            {
+                "labels": {"key": "value"},
+                "celery": {"labels": {"test_label": "test_label_value"}},
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "networkPolicies": {"enabled": True},
                 "executor": "CeleryExecutor",
-                "workers": {
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/workers/worker-networkpolicy.yaml"],
         )
 
-        assert "test_label" in jmespath.search("metadata.labels", docs[0])
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
 
 class TestWorkerService:
     """Tests worker service."""
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "celery": {"labels": {"test_label": "test_label_value"}},
+            },
+            {
+                "labels": {"key": "value"},
+                "celery": {"labels": {"test_label": "test_label_value"}},
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "executor": "CeleryExecutor",
-                "workers": {
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/workers/worker-service.yaml"],
         )
 
-        assert "test_label" in jmespath.search("metadata.labels", docs[0])
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
 
 class TestWorkerCeleryServiceAccount:
@@ -2770,20 +2853,40 @@ def test_overwrite_name(self, workers_values):
 
         assert jmespath.search("metadata.name", docs[0]) == "test"
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {
+                "celery": {"serviceAccount": {"create": True}},
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "celery": {
+                    "serviceAccount": {"create": True},
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+            {
+                "labels": {"key": "value"},
+                "celery": {
+                    "serviceAccount": {"create": True},
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "executor": "CeleryExecutor",
-                "workers": {
-                    "celery": {"serviceAccount": {"create": True}},
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/workers/worker-serviceaccount.yaml"],
         )
 
-        assert "test_label" in jmespath.search("metadata.labels", docs[0])
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
 
 
 class TestWorkerKubernetesServiceAccount:
@@ -2924,17 +3027,37 @@ def test_overwrite_name(self, workers_values):
 
         assert jmespath.search("metadata.name", docs[0]) == "test"
 
-    def test_should_add_component_specific_labels(self):
+    @pytest.mark.parametrize(
+        "workers_values",
+        [
+            {
+                "kubernetes": {"serviceAccount": {"create": True}},
+                "labels": {"test_label": "test_label_value"},
+            },
+            {
+                "kubernetes": {
+                    "serviceAccount": {"create": True},
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+            {
+                "labels": {"key": "value"},
+                "kubernetes": {
+                    "serviceAccount": {"create": True},
+                    "labels": {"test_label": "test_label_value"},
+                },
+            },
+        ],
+    )
+    def test_should_add_component_specific_labels(self, workers_values):
         docs = render_chart(
             values={
                 "executor": "KubernetesExecutor",
-                "workers": {
-                    "kubernetes": {"serviceAccount": {"create": True}},
-                    "labels": {"test_label": "test_label_value"},
-                },
+                "workers": workers_values,
             },
             show_only=["templates/workers/worker-kubernetes-serviceaccount.yaml"],
         )
 
-        assert "test_label" in jmespath.search("metadata.labels", docs[0])
-        assert jmespath.search("metadata.labels", docs[0])["test_label"] == "test_label_value"
+        labels = jmespath.search("metadata.labels", docs[0])
+        assert labels["test_label"] == "test_label_value"
+        assert "key" not in labels
diff --git a/helm-tests/tests/helm_tests/airflow_core/test_worker_sets.py b/helm-tests/tests/helm_tests/airflow_core/test_worker_sets.py
index ed2d677fce946..74bb2f6334221 100644
--- a/helm-tests/tests/helm_tests/airflow_core/test_worker_sets.py
+++ b/helm-tests/tests/helm_tests/airflow_core/test_worker_sets.py
@@ -3167,6 +3167,13 @@ def test_overwrite_pod_annotations(self, workers_values):
                 "labels": {"echo": "test"},
                 "celery": {"enableDefault": False, "sets": [{"name": "set1", "labels": {"test": "echo"}}]},
             },
+            {
+                "celery": {
+                    "enableDefault": False,
+                    "labels": {"echo": "test"},
+                    "sets": [{"name": "set1", "labels": {"test": "echo"}}],
+                },
+            },
         ],
     )
     def test_overwrite_labels(self, workers_values):