diff --git a/apiserver/plane/app/views/dashboard/base.py b/apiserver/plane/app/views/dashboard/base.py
index 19ff8dfb473..1cb446abb12 100644
--- a/apiserver/plane/app/views/dashboard/base.py
+++ b/apiserver/plane/app/views/dashboard/base.py
@@ -218,7 +218,10 @@ def dashboard_assigned_issues(self, request, slug):
                 ArrayAgg(
                     "labels__id",
                     distinct=True,
-                    filter=~Q(labels__id__isnull=True),
+                    filter=(
+                        ~Q(labels__id__isnull=True)
+                        & Q(labels__deleted_at__isnull=True)
+                    ),
                 ),
                 Value([], output_field=ArrayField(UUIDField())),
             ),
@@ -235,7 +238,9 @@ def dashboard_assigned_issues(self, request, slug):
                 ArrayAgg(
                     "issue_module__module_id",
                     distinct=True,
-                    filter=~Q(issue_module__module_id__isnull=True),
+                    filter=~Q(issue_module__module_id__isnull=True)
+                    & Q(issue_module__module__archived_at__isnull=True)
+                    & Q(issue_module__module__deleted_at__isnull=True),
                 ),
                 Value([], output_field=ArrayField(UUIDField())),
             ),
@@ -382,7 +387,10 @@ def dashboard_created_issues(self, request, slug):
                 ArrayAgg(
                     "labels__id",
                     distinct=True,
-                    filter=~Q(labels__id__isnull=True),
+                    filter=(
+                        ~Q(labels__id__isnull=True)
+                        & Q(labels__deleted_at__isnull=True)
+                    ),
                 ),
                 Value([], output_field=ArrayField(UUIDField())),
             ),
@@ -399,7 +407,9 @@ def dashboard_created_issues(self, request, slug):
                 ArrayAgg(
                     "issue_module__module_id",
                     distinct=True,
-                    filter=~Q(issue_module__module_id__isnull=True),
+                    filter=~Q(issue_module__module_id__isnull=True)
+                    & Q(issue_module__module__archived_at__isnull=True)
+                    & Q(issue_module__module__deleted_at__isnull=True),
                 ),
                 Value([], output_field=ArrayField(UUIDField())),
             ),
diff --git a/apiserver/plane/app/views/inbox/base.py b/apiserver/plane/app/views/inbox/base.py
index 81e8ad2f9db..ac4da953709 100644
--- a/apiserver/plane/app/views/inbox/base.py
+++ b/apiserver/plane/app/views/inbox/base.py
@@ -141,7 +141,10 @@ def get_queryset(self):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -159,7 +162,8 @@ def get_queryset(self):
                         "issue_module__module_id",
                         distinct=True,
                         filter=~Q(issue_module__module_id__isnull=True)
-                        & Q(issue_module__module__archived_at__isnull=True),
+                        & Q(issue_module__module__archived_at__isnull=True)
+                        & Q(issue_module__module__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -186,7 +190,8 @@ def list(self, request, slug, project_id):
                     ArrayAgg(
                         "issue__labels__id",
                         distinct=True,
-                        filter=~Q(issue__labels__id__isnull=True),
+                        filter=~Q(issue__labels__id__isnull=True)
+                        & Q(issue__labels__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 )
@@ -298,7 +303,10 @@ def create(self, request, slug, project_id):
                         ArrayAgg(
                             "issue__labels__id",
                             distinct=True,
-                            filter=~Q(issue__labels__id__isnull=True),
+                            filter=(
+                                ~Q(labels__id__isnull=True)
+                                & Q(labels__deleted_at__isnull=True)
+                            ),
                         ),
                         Value([], output_field=ArrayField(UUIDField())),
                     ),
@@ -306,7 +314,8 @@ def create(self, request, slug, project_id):
                         ArrayAgg(
                             "issue__assignees__id",
                             distinct=True,
-                            filter=~Q(issue__assignees__id__isnull=True),
+                            filter=~Q(assignees__id__isnull=True)
+                            & Q(assignees__member_project__is_active=True),
                         ),
                         Value([], output_field=ArrayField(UUIDField())),
                     ),
diff --git a/apiserver/plane/app/views/issue/base.py b/apiserver/plane/app/views/issue/base.py
index 1703813672b..a1cca7f431a 100644
--- a/apiserver/plane/app/views/issue/base.py
+++ b/apiserver/plane/app/views/issue/base.py
@@ -471,7 +471,10 @@ def retrieve(self, request, slug, project_id, pk=None):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -489,7 +492,8 @@ def retrieve(self, request, slug, project_id, pk=None):
                         "issue_module__module_id",
                         distinct=True,
                         filter=~Q(issue_module__module_id__isnull=True)
-                        & Q(issue_module__module__archived_at__isnull=True),
+                        & Q(issue_module__module__archived_at__isnull=True)
+                        & Q(issue_module__module__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -568,7 +572,10 @@ def partial_update(self, request, slug, project_id, pk=None):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -585,7 +592,9 @@ def partial_update(self, request, slug, project_id, pk=None):
                     ArrayAgg(
                         "issue_module__module_id",
                         distinct=True,
-                        filter=~Q(issue_module__module_id__isnull=True),
+                        filter=~Q(issue_module__module_id__isnull=True)
+                        & Q(issue_module__module__archived_at__isnull=True)
+                        & Q(issue_module__module__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -855,7 +864,10 @@ def list(self, request, slug, project_id):
                 ArrayAgg(
                     "labels__id",
                     distinct=True,
-                    filter=~Q(labels__id__isnull=True),
+                    filter=(
+                        ~Q(labels__id__isnull=True)
+                        & Q(labels__deleted_at__isnull=True)
+                    ),
                 ),
                 Value([], output_field=ArrayField(UUIDField())),
             ),
@@ -873,7 +885,8 @@ def list(self, request, slug, project_id):
                     "issue_module__module_id",
                     distinct=True,
                     filter=~Q(issue_module__module_id__isnull=True)
-                    & Q(issue_module__module__archived_at__isnull=True),
+                    & Q(issue_module__module__archived_at__isnull=True)
+                    & Q(issue_module__module__deleted_at__isnull=True),
                 ),
                 Value([], output_field=ArrayField(UUIDField())),
             ),
diff --git a/apiserver/plane/app/views/issue/relation.py b/apiserver/plane/app/views/issue/relation.py
index f3cd418ec3d..4bf622f28ac 100644
--- a/apiserver/plane/app/views/issue/relation.py
+++ b/apiserver/plane/app/views/issue/relation.py
@@ -112,7 +112,10 @@ def list(self, request, slug, project_id, issue_id):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
diff --git a/apiserver/plane/app/views/issue/sub_issue.py b/apiserver/plane/app/views/issue/sub_issue.py
index 19a3db15137..cf9c0f709cb 100644
--- a/apiserver/plane/app/views/issue/sub_issue.py
+++ b/apiserver/plane/app/views/issue/sub_issue.py
@@ -77,7 +77,10 @@ def get(self, request, slug, project_id, issue_id):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -94,7 +97,9 @@ def get(self, request, slug, project_id, issue_id):
                     ArrayAgg(
                         "issue_module__module_id",
                         distinct=True,
-                        filter=~Q(issue_module__module_id__isnull=True),
+                        filter=~Q(issue_module__module_id__isnull=True)
+                        & Q(issue_module__module__archived_at__isnull=True)
+                        & Q(issue_module__module__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
diff --git a/apiserver/plane/app/views/view/base.py b/apiserver/plane/app/views/view/base.py
index 2579eb1da79..56f03cda658 100644
--- a/apiserver/plane/app/views/view/base.py
+++ b/apiserver/plane/app/views/view/base.py
@@ -234,7 +234,10 @@ def get_queryset(self):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -252,7 +255,8 @@ def get_queryset(self):
                         "issue_module__module_id",
                         distinct=True,
                         filter=~Q(issue_module__module_id__isnull=True)
-                        & Q(issue_module__module__archived_at__isnull=True),
+                        & Q(issue_module__module__archived_at__isnull=True)
+                        & Q(issue_module__module__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
diff --git a/apiserver/plane/app/views/workspace/draft.py b/apiserver/plane/app/views/workspace/draft.py
index e54dde553bb..ee899be6823 100644
--- a/apiserver/plane/app/views/workspace/draft.py
+++ b/apiserver/plane/app/views/workspace/draft.py
@@ -60,7 +60,10 @@ def get_queryset(self):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -78,9 +81,8 @@ def get_queryset(self):
                         "draft_issue_module__module_id",
                         distinct=True,
                         filter=~Q(draft_issue_module__module_id__isnull=True)
-                        & Q(
-                            draft_issue_module__module__archived_at__isnull=True
-                        ),
+                        & Q(draft_issue_module__module__archived_at__isnull=True)
+                        & Q(draft_issue_module__module__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
diff --git a/apiserver/plane/space/views/issue.py b/apiserver/plane/space/views/issue.py
index 1c1fe7d6380..d79940e1c96 100644
--- a/apiserver/plane/space/views/issue.py
+++ b/apiserver/plane/space/views/issue.py
@@ -701,7 +701,10 @@ def get(self, request, anchor, issue_id):
                     ArrayAgg(
                         "labels__id",
                         distinct=True,
-                        filter=~Q(labels__id__isnull=True),
+                        filter=(
+                            ~Q(labels__id__isnull=True)
+                            & Q(labels__deleted_at__isnull=True)
+                        ),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
@@ -718,7 +721,9 @@ def get(self, request, anchor, issue_id):
                     ArrayAgg(
                         "issue_module__module_id",
                         distinct=True,
-                        filter=~Q(issue_module__module_id__isnull=True),
+                        filter=~Q(issue_module__module_id__isnull=True)
+                        & Q(issue_module__module__archived_at__isnull=True)
+                        & Q(issue_module__module__deleted_at__isnull=True),
                     ),
                     Value([], output_field=ArrayField(UUIDField())),
                 ),
diff --git a/apiserver/plane/utils/grouper.py b/apiserver/plane/utils/grouper.py
index ba52bca03d3..fef47e0b085 100644
--- a/apiserver/plane/utils/grouper.py
+++ b/apiserver/plane/utils/grouper.py
@@ -26,12 +26,16 @@ def issue_queryset_grouper(queryset, group_by, sub_group_by):
 
     annotations_map = {
         "assignee_ids": ("assignees__id", ~Q(assignees__id__isnull=True)),
-        "label_ids": ("labels__id", ~Q(labels__id__isnull=True)),
+        "label_ids": (
+            "labels__id",
+            ~Q(labels__id__isnull=True) & (Q(labels__deleted_at__isnull=True)),
+        ),
         "module_ids": (
             "issue_module__module_id",
             (
                 ~Q(issue_module__module_id__isnull=True)
                 & Q(issue_module__module__archived_at__isnull=True)
+                & Q(issue_module__module__deleted_at__isnull=True)
             ),
         ),
     }