diff --git a/src/bentoml/_internal/bento/bento.py b/src/bentoml/_internal/bento/bento.py
index d287dc1e92f..50b85ae70be 100644
--- a/src/bentoml/_internal/bento/bento.py
+++ b/src/bentoml/_internal/bento/bento.py
@@ -23,6 +23,7 @@
 
 from ...exceptions import BentoMLException
 from ...exceptions import InvalidArgument
+from ...exceptions import NotFound
 from ..configuration import BENTOML_VERSION
 from ..configuration.containers import BentoMLContainer
 from ..models import ModelStore
@@ -352,12 +353,22 @@ def export(
         finally:
             self._fs.removetree("models")
 
-    @property
-    def path(self) -> str:
-        return self.path_of("/")
-
-    def path_of(self, item: str) -> str:
-        return self._fs.getsyspath(item)
+    @inject
+    def total_size(
+        self, model_store: ModelStore = Provide[BentoMLContainer.model_store]
+    ) -> int:
+        total_size = self.file_size
+        local_model_store = self._model_store
+        for model in self.info.models:
+            if local_model_store is not None:
+                try:
+                    local_model_store.get(model.tag)
+                    continue
+                except NotFound:
+                    pass
+            global_model = model_store.get(model.tag)
+            total_size += global_model.file_size
+        return total_size
 
     def flush_info(self):
         with self._fs.open(BENTO_YAML_FILENAME, "w") as bento_yaml:
diff --git a/src/bentoml/_internal/cloud/bentocloud.py b/src/bentoml/_internal/cloud/bentocloud.py
index 169c6469e34..0cdd38034cf 100644
--- a/src/bentoml/_internal/cloud/bentocloud.py
+++ b/src/bentoml/_internal/cloud/bentocloud.py
@@ -167,7 +167,7 @@ def push_model(model: Model) -> None:
             apis=apis,
             models=models,
             runners=runners,
-            size_bytes=calc_dir_size(bento.path),
+            size_bytes=bento.total_size(),
         )
         if not remote_bento:
             with self.spin(
diff --git a/src/bentoml/_internal/cloud/yatai.py b/src/bentoml/_internal/cloud/yatai.py
index 8f0c8b36a22..eb9ecd0c055 100644
--- a/src/bentoml/_internal/cloud/yatai.py
+++ b/src/bentoml/_internal/cloud/yatai.py
@@ -157,7 +157,7 @@ def push_model(model: Model) -> None:
             apis=apis,
             models=models,
             runners=runners,
-            size_bytes=calc_dir_size(bento.path),
+            size_bytes=bento.total_size(),
         )
         if not remote_bento:
             with self.spin(text=f'Registering Bento "{bento.tag}" with Yatai..'):
diff --git a/src/bentoml/_internal/models/model.py b/src/bentoml/_internal/models/model.py
index e3b0455353c..7b66e9ff039 100644
--- a/src/bentoml/_internal/models/model.py
+++ b/src/bentoml/_internal/models/model.py
@@ -233,13 +233,6 @@ def from_fs(cls: t.Type[Model], item_fs: FS) -> Model:
 
         return res
 
-    @property
-    def path(self) -> str:
-        return self.path_of("/")
-
-    def path_of(self, item: str) -> str:
-        return self._fs.getsyspath(item)
-
     @classmethod
     def enter_cloudpickle_context(
         cls,
diff --git a/src/bentoml/_internal/store.py b/src/bentoml/_internal/store.py
index fc19bf77546..c80a02da6b7 100644
--- a/src/bentoml/_internal/store.py
+++ b/src/bentoml/_internal/store.py
@@ -16,6 +16,7 @@
 from .exportable import Exportable
 from .tag import Tag
 from .types import PathType
+from .utils import calc_dir_size
 
 T = t.TypeVar("T")
 
@@ -43,6 +44,17 @@ def _export_name(self) -> str:
     def creation_time(self) -> datetime.datetime:
         raise NotImplementedError
 
+    @property
+    def path(self) -> str:
+        return self.path_of("/")
+
+    def path_of(self, item: str) -> str:
+        return self._fs.getsyspath(item)
+
+    @property
+    def file_size(self) -> int:
+        return calc_dir_size(self.path)
+
     def __repr__(self):
         return f'{self.get_typename()}(tag="{self.tag}")'
 
diff --git a/src/bentoml_cli/bentos.py b/src/bentoml_cli/bentos.py
index ec1af7d538c..0a44d5ef935 100644
--- a/src/bentoml_cli/bentos.py
+++ b/src/bentoml_cli/bentos.py
@@ -66,7 +66,6 @@ def add_bento_management_commands(cli: Group):
     from bentoml._internal.bento.build_config import BentoBuildConfig
     from bentoml._internal.configuration import get_quiet_mode
     from bentoml._internal.configuration.containers import BentoMLContainer
-    from bentoml._internal.utils import calc_dir_size
     from bentoml._internal.utils import human_readable_size
     from bentoml._internal.utils import resolve_user_filepath
     from bentoml._internal.utils import rich_console as console
@@ -121,18 +120,20 @@ def list_bentos(bento_name: str, output: str) -> None:  # type: ignore (not acce
         $ bentoml list FraudDetector
         """
         bentos = bento_store.list(bento_name)
-        res = [
-            {
-                "tag": str(bento.tag),
-                "size": human_readable_size(calc_dir_size(bento.path)),
-                "creation_time": bento.info.creation_time.astimezone().strftime(
-                    "%Y-%m-%d %H:%M:%S"
-                ),
-            }
-            for bento in sorted(
-                bentos, key=lambda x: x.info.creation_time, reverse=True
+        res: list[dict[str, str]] = []
+        for bento in sorted(bentos, key=lambda x: x.info.creation_time, reverse=True):
+            bento_size = bento.file_size
+            model_size = bento.total_size() - bento_size
+            res.append(
+                {
+                    "tag": str(bento.tag),
+                    "size": human_readable_size(bento_size),
+                    "model_size": human_readable_size(model_size),
+                    "creation_time": bento.info.creation_time.astimezone().strftime(
+                        "%Y-%m-%d %H:%M:%S"
+                    ),
+                }
             )
-        ]
 
         if output == "json":
             info = json.dumps(res, indent=2)
@@ -144,11 +145,13 @@ def list_bentos(bento_name: str, output: str) -> None:  # type: ignore (not acce
             table = Table(box=None)
             table.add_column("Tag")
             table.add_column("Size")
+            table.add_column("Model Size")
             table.add_column("Creation Time")
             for bento in res:
                 table.add_row(
                     bento["tag"],
                     bento["size"],
+                    bento["model_size"],
                     bento["creation_time"],
                 )
             console.print(table)