diff --git a/UPDATING.md b/UPDATING.md
index 0e82d06f2c982..75d693b2b9a6b 100644
--- a/UPDATING.md
+++ b/UPDATING.md
@@ -23,6 +23,7 @@ This file documents any backwards-incompatible changes in Superset and
 assists people when migrating to a new version.
 
 ## Next
+- [11509](https://github.com/apache/superset/pull/12491): Dataset metadata updates check user ownership, only owners or an Admin are allowed.
 - Security simplification (SIP-19), the following permission domains were simplified:
     - [12072](https://github.com/apache/superset/pull/12072): `Query` with `can_read`, `can_write`
     - [12036](https://github.com/apache/superset/pull/12036): `Database` with `can_read`, `can_write`.
diff --git a/superset/commands/exceptions.py b/superset/commands/exceptions.py
index 0eb5dba6d0a85..969475544c382 100644
--- a/superset/commands/exceptions.py
+++ b/superset/commands/exceptions.py
@@ -69,7 +69,7 @@ class DeleteFailedError(CommandException):
 
 
 class ForbiddenError(CommandException):
-    status = 500
+    status = 403
     message = "Action is forbidden"
 
 
diff --git a/superset/connectors/sqla/views.py b/superset/connectors/sqla/views.py
index a9ae564e34d4e..903cef2579066 100644
--- a/superset/connectors/sqla/views.py
+++ b/superset/connectors/sqla/views.py
@@ -37,6 +37,7 @@
 from superset.typing import FlaskResponse
 from superset.utils import core as utils
 from superset.views.base import (
+    check_ownership,
     create_table_permissions,
     DatasourceFilter,
     DeleteMixin,
@@ -171,6 +172,15 @@ class TableColumnInlineView(  # pylint: disable=too-many-ancestors
 
     edit_form_extra_fields = add_form_extra_fields
 
+    def pre_add(self, item: "models.SqlMetric") -> None:
+        check_ownership(item.table)
+
+    def pre_update(self, item: "models.SqlMetric") -> None:
+        check_ownership(item.table)
+
+    def pre_delete(self, item: "models.SqlMetric") -> None:
+        check_ownership(item.table)
+
 
 class SqlMetricInlineView(  # pylint: disable=too-many-ancestors
     CompactCRUDMixin, SupersetModelView
@@ -245,6 +255,15 @@ class SqlMetricInlineView(  # pylint: disable=too-many-ancestors
 
     edit_form_extra_fields = add_form_extra_fields
 
+    def pre_add(self, item: "models.SqlMetric") -> None:
+        check_ownership(item.table)
+
+    def pre_update(self, item: "models.SqlMetric") -> None:
+        check_ownership(item.table)
+
+    def pre_delete(self, item: "models.SqlMetric") -> None:
+        check_ownership(item.table)
+
 
 class RowLevelSecurityListWidget(
     SupersetListWidget
@@ -459,6 +478,9 @@ class TableModelView(  # pylint: disable=too-many-ancestors
     def pre_add(self, item: "TableModelView") -> None:
         validate_sqlatable(item)
 
+    def pre_update(self, item: "TableModelView") -> None:
+        check_ownership(item)
+
     def post_add(  # pylint: disable=arguments-differ
         self,
         item: "TableModelView",
diff --git a/superset/views/datasource.py b/superset/views/datasource.py
index 7724d1e26c6b3..5c9a41da41d1c 100644
--- a/superset/views/datasource.py
+++ b/superset/views/datasource.py
@@ -24,8 +24,10 @@
 
 from superset import db
 from superset.connectors.connector_registry import ConnectorRegistry
-from superset.exceptions import SupersetException
+from superset.datasets.commands.exceptions import DatasetForbiddenError
+from superset.exceptions import SupersetException, SupersetSecurityException
 from superset.typing import FlaskResponse
+from superset.views.base import check_ownership
 
 from .base import api, BaseSupersetView, handle_api_exception, json_error_response
 
@@ -52,6 +54,14 @@ def save(self) -> FlaskResponse:
         orm_datasource.database_id = database_id
 
         if "owners" in datasource_dict and orm_datasource.owner_class is not None:
+            # Check ownership
+            try:
+                check_ownership(orm_datasource)
+            except SupersetSecurityException:
+                return json_error_response(
+                    f"{DatasetForbiddenError.message}", DatasetForbiddenError.status
+                )
+
             datasource_dict["owners"] = (
                 db.session.query(orm_datasource.owner_class)
                 .filter(orm_datasource.owner_class.id.in_(datasource_dict["owners"]))