diff --git a/superset/daos/dataset.py b/superset/daos/dataset.py
index ee3541801f..5589f05de9 100644
--- a/superset/daos/dataset.py
+++ b/superset/daos/dataset.py
@@ -301,31 +301,6 @@ class DatasetDAO(BaseDAO[SqlaTable]):  # pylint: disable=too-many-public-methods
             .one_or_none()
         )
 
-    @classmethod
-    def update_column(
-        cls,
-        model: TableColumn,
-        properties: dict[str, Any],
-        commit: bool = True,
-    ) -> TableColumn:
-        return DatasetColumnDAO.update(model, properties, commit=commit)
-
-    @classmethod
-    def create_column(
-        cls, properties: dict[str, Any], commit: bool = True
-    ) -> TableColumn:
-        """
-        Creates a Dataset model on the metadata DB
-        """
-        return DatasetColumnDAO.create(attributes=properties, commit=commit)
-
-    @classmethod
-    def delete_column(cls, model: TableColumn, commit: bool = True) -> None:
-        """
-        Deletes a Dataset column
-        """
-        DatasetColumnDAO.delete(model, commit=commit)
-
     @classmethod
     def find_dataset_metric(cls, dataset_id: int, metric_id: int) -> SqlMetric | None:
         # We want to apply base dataset filters
@@ -334,33 +309,6 @@ class DatasetDAO(BaseDAO[SqlaTable]):  # pylint: disable=too-many-public-methods
             return None
         return db.session.query(SqlMetric).get(metric_id)
 
-    @classmethod
-    def delete_metric(cls, model: SqlMetric, commit: bool = True) -> None:
-        """
-        Deletes a Dataset metric
-        """
-        DatasetMetricDAO.delete(model, commit=commit)
-
-    @classmethod
-    def update_metric(
-        cls,
-        model: SqlMetric,
-        properties: dict[str, Any],
-        commit: bool = True,
-    ) -> SqlMetric:
-        return DatasetMetricDAO.update(model, properties, commit=commit)
-
-    @classmethod
-    def create_metric(
-        cls,
-        properties: dict[str, Any],
-        commit: bool = True,
-    ) -> SqlMetric:
-        """
-        Creates a Dataset model on the metadata DB
-        """
-        return DatasetMetricDAO.create(attributes=properties, commit=commit)
-
     @classmethod
     def delete(
         cls,
diff --git a/superset/datasets/columns/commands/delete.py b/superset/datasets/columns/commands/delete.py
index d377141e13..23b0d93b6a 100644
--- a/superset/datasets/columns/commands/delete.py
+++ b/superset/datasets/columns/commands/delete.py
@@ -20,7 +20,7 @@ from typing import Optional
 from superset import security_manager
 from superset.commands.base import BaseCommand
 from superset.connectors.sqla.models import TableColumn
-from superset.daos.dataset import DatasetDAO
+from superset.daos.dataset import DatasetColumnDAO, DatasetDAO
 from superset.daos.exceptions import DAODeleteFailedError
 from superset.datasets.columns.commands.exceptions import (
     DatasetColumnDeleteFailedError,
@@ -43,7 +43,7 @@ class DeleteDatasetColumnCommand(BaseCommand):
         assert self._model
 
         try:
-            DatasetDAO.delete_column(self._model)
+            DatasetColumnDAO.delete(self._model)
         except DAODeleteFailedError as ex:
             logger.exception(ex.exception)
             raise DatasetColumnDeleteFailedError() from ex
diff --git a/superset/datasets/metrics/commands/delete.py b/superset/datasets/metrics/commands/delete.py
index 2e1f0897b9..8f27e98a3d 100644
--- a/superset/datasets/metrics/commands/delete.py
+++ b/superset/datasets/metrics/commands/delete.py
@@ -20,7 +20,7 @@ from typing import Optional
 from superset import security_manager
 from superset.commands.base import BaseCommand
 from superset.connectors.sqla.models import SqlMetric
-from superset.daos.dataset import DatasetDAO
+from superset.daos.dataset import DatasetDAO, DatasetMetricDAO
 from superset.daos.exceptions import DAODeleteFailedError
 from superset.datasets.metrics.commands.exceptions import (
     DatasetMetricDeleteFailedError,
@@ -43,7 +43,7 @@ class DeleteDatasetMetricCommand(BaseCommand):
         assert self._model
 
         try:
-            DatasetDAO.delete_metric(self._model)
+            DatasetMetricDAO.delete(self._model)
         except DAODeleteFailedError as ex:
             logger.exception(ex.exception)
             raise DatasetMetricDeleteFailedError() from ex