diff --git a/tests/unit/vertexai/test_vertexai_feature.py b/tests/unit/vertexai/test_vertexai_feature.py
index 6da9e3b4fb..8a6578cb6d 100644
--- a/tests/unit/vertexai/test_vertexai_feature.py
+++ b/tests/unit/vertexai/test_vertexai_feature.py
@@ -157,6 +157,25 @@ def test_init_with_feature_id(get_feature_mock):
     )
 
 
+def test_init_with_feature_id_uses_the_given_project_and_location(get_feature_mock):
+    aiplatform.init(project=_TEST_PROJECT, location=_TEST_LOCATION)
+
+    Feature(
+        name=_TEST_FG1_F1_ID,
+        feature_group_id=_TEST_FG1_ID,
+        project="other-project",
+        location="europe-west4",
+    )
+
+    get_feature_mock.assert_called_once_with(
+        name=(
+            "projects/other-project/locations/europe-west4/"
+            f"featureGroups/{_TEST_FG1_ID}/features/{_TEST_FG1_F1_ID}"
+        ),
+        retry=base._DEFAULT_RETRY,
+    )
+
+
 def test_init_with_feature_id_for_explicit_version_column(
     get_feature_with_version_column_mock,
 ):
diff --git a/tests/unit/vertexai/test_vertexai_feature_monitor.py b/tests/unit/vertexai/test_vertexai_feature_monitor.py
index f6934b7e13..826229d73f 100644
--- a/tests/unit/vertexai/test_vertexai_feature_monitor.py
+++ b/tests/unit/vertexai/test_vertexai_feature_monitor.py
@@ -181,6 +181,27 @@ def test_init_with_feature_monitor_path_and_fg_id_raises_error():
         )
 
 
+def test_init_with_feature_monitor_id_uses_the_given_project_and_location(
+    get_feature_monitor_mock,
+):
+    aiplatform.init(project=_TEST_PROJECT, location=_TEST_LOCATION)
+
+    FeatureMonitor(
+        _TEST_FG1_FM1_ID,
+        feature_group_id=_TEST_FG1_ID,
+        project="other-project",
+        location="europe-west4",
+    )
+
+    get_feature_monitor_mock.assert_called_once_with(
+        name=(
+            "projects/other-project/locations/europe-west4/"
+            f"featureGroups/{_TEST_FG1_ID}/featureMonitors/{_TEST_FG1_FM1_ID}"
+        ),
+        retry=base._DEFAULT_RETRY,
+    )
+
+
 def test_init_with_feature_monitor_id(get_feature_monitor_mock):
     aiplatform.init(
         project=_TEST_PROJECT,
diff --git a/tests/unit/vertexai/test_vertexai_feature_view.py b/tests/unit/vertexai/test_vertexai_feature_view.py
index 5fbd17f8ba..3eead2f44d 100644
--- a/tests/unit/vertexai/test_vertexai_feature_view.py
+++ b/tests/unit/vertexai/test_vertexai_feature_view.py
@@ -221,6 +221,25 @@ def test_init_with_fv_id_and_no_fos_id_raises_error(get_fv_mock):
         FeatureView(_TEST_FV1_ID)
 
 
+def test_init_with_fv_id_uses_the_given_project_and_location(get_fv_mock):
+    aiplatform.init(project=_TEST_PROJECT, location=_TEST_LOCATION)
+
+    FeatureView(
+        name=_TEST_FV1_ID,
+        feature_online_store_id=_TEST_BIGTABLE_FOS1_ID,
+        project="other-project",
+        location="europe-west4",
+    )
+
+    get_fv_mock.assert_called_once_with(
+        name=(
+            "projects/other-project/locations/europe-west4/"
+            f"featureOnlineStores/{_TEST_BIGTABLE_FOS1_ID}/featureViews/{_TEST_FV1_ID}"
+        ),
+        retry=base._DEFAULT_RETRY,
+    )
+
+
 def test_init_with_fv_id(get_fv_mock):
     aiplatform.init(project=_TEST_PROJECT, location=_TEST_LOCATION)
 
diff --git a/vertexai/resources/preview/feature_store/feature.py b/vertexai/resources/preview/feature_store/feature.py
index 625df73377..062cd88d3d 100644
--- a/vertexai/resources/preview/feature_store/feature.py
+++ b/vertexai/resources/preview/feature_store/feature.py
@@ -105,6 +105,8 @@ def __init__(
                 resource_noun=FeatureGroup._resource_noun,
                 parse_resource_name_method=FeatureGroup._parse_resource_name,
                 format_resource_name_method=FeatureGroup._format_resource_name,
+                project=project,
+                location=location,
             )
 
             feature = f"{feature_group_path}/features/{name}"
diff --git a/vertexai/resources/preview/feature_store/feature_monitor.py b/vertexai/resources/preview/feature_store/feature_monitor.py
index c5f6ac7276..09601635ce 100644
--- a/vertexai/resources/preview/feature_store/feature_monitor.py
+++ b/vertexai/resources/preview/feature_store/feature_monitor.py
@@ -101,6 +101,8 @@ def __init__(
                 resource_noun=FeatureGroup._resource_noun,
                 parse_resource_name_method=FeatureGroup._parse_resource_name,
                 format_resource_name_method=FeatureGroup._format_resource_name,
+                project=project,
+                location=location,
             )
 
             feature_monitor = f"{feature_group_path}/featureMonitors/{name}"
diff --git a/vertexai/resources/preview/feature_store/feature_view.py b/vertexai/resources/preview/feature_store/feature_view.py
index 8031dead05..6556cdf88d 100644
--- a/vertexai/resources/preview/feature_store/feature_view.py
+++ b/vertexai/resources/preview/feature_store/feature_view.py
@@ -106,6 +106,8 @@ def __init__(
                 resource_noun=FeatureOnlineStore._resource_noun,
                 parse_resource_name_method=FeatureOnlineStore._parse_resource_name,
                 format_resource_name_method=FeatureOnlineStore._format_resource_name,
+                project=project,
+                location=location,
             )
 
             feature_view = f"{feature_online_store_path}/featureViews/{name}"