diff --git a/.gitignore b/.gitignore
index a3a68ed16..bcd808adb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -125,6 +125,7 @@ notebooks/
 .test_local.py
 lightning_logs/
 node_modules/
+target/
 
 # git
 **/*.orig
diff --git a/opsml/app/routes/drift.py b/opsml/app/routes/drift.py
new file mode 100644
index 000000000..94669690c
--- /dev/null
+++ b/opsml/app/routes/drift.py
@@ -0,0 +1,41 @@
+# Copyright (c) 2024-current Demml, Inc.
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+# pylint: disable=protected-access
+
+from fastapi import APIRouter, HTTPException, Request, status
+
+from opsml.app.routes.pydantic_models import DriftProfileRequest, Success
+from opsml.helpers.logging import ArtifactLogger
+from opsml.registry.sql.base.server import ServerModelCardRegistry
+
+logger = ArtifactLogger.get_logger()
+
+router = APIRouter()
+
+
+@router.post("/drift/profile", name="metric_put", response_model=Success)
+def insert_metric(request: Request, payload: DriftProfileRequest) -> Success:
+    """Uploads drift profile to scouter-server
+
+    Args:
+        request:
+            FastAPI request object
+        payload:
+            DriftProfileRequest
+
+    Returns:
+        200
+    """
+
+    model_reg: ServerModelCardRegistry = request.app.state.registries.model._registry
+
+    try:
+        model_reg.insert_drift_profile(payload.profile)
+        return Success()
+    except Exception as error:
+        logger.error(f"Failed to insert metrics: {error}")
+        raise HTTPException(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, detail="Failed to insert drift profile"
+        ) from error
diff --git a/opsml/app/routes/pydantic_models.py b/opsml/app/routes/pydantic_models.py
index 20a504716..da0009e71 100644
--- a/opsml/app/routes/pydantic_models.py
+++ b/opsml/app/routes/pydantic_models.py
@@ -517,3 +517,7 @@ class SecurityQuestionResponse(BaseModel):
 class TempRequest(BaseModel):
     username: str
     answer: str
+
+
+class DriftProfileRequest(BaseModel):
+    profile: str
diff --git a/opsml/app/routes/router.py b/opsml/app/routes/router.py
index 735e2ab28..48ecfccc8 100644
--- a/opsml/app/routes/router.py
+++ b/opsml/app/routes/router.py
@@ -11,6 +11,7 @@
     auth,
     cards,
     data,
+    drift,
     files,
     healthcheck,
     metrics,
@@ -37,6 +38,7 @@ def build_router(dependencies: Optional[Sequence[Any]] = None) -> APIRouter:
     api_router.include_router(parameters.router, tags=["parameters"], prefix="/opsml", dependencies=dependencies)
     api_router.include_router(runs.router, tags=["runs"], prefix="/opsml", dependencies=dependencies)
     api_router.include_router(ui.router, tags=["ui"], dependencies=dependencies)
+    api_router.include_router(drift.router, tags=["drift"], prefix="/opsml", dependencies=dependencies)
     api_router.include_router(auth.router, tags=["auth"], prefix="/opsml")
 
     return api_router
diff --git a/opsml/data/interfaces/_base.py b/opsml/data/interfaces/_base.py
index d826766f9..0f2cad3ea 100644
--- a/opsml/data/interfaces/_base.py
+++ b/opsml/data/interfaces/_base.py
@@ -144,7 +144,7 @@ def load_data_profile(self, path: Path) -> None:
                 Pathlib object
         """
 
-        profile = DataProfile.load_from_json(path.read_text(encoding="utf-8"))
+        profile = DataProfile.model_validate_json(path.read_text(encoding="utf-8"))
         self.data_profile = profile
 
     def save_data_profile(self, path: Path) -> None:
@@ -170,7 +170,7 @@ def create_data_profile(self, bin_size: int = 20, features: Optional[List[str]]
         profiler = DataProfiler()
 
         if self.data_profile is None:
-            self.data_profile = profiler.create_profile_report(self.data, bin_size, features)
+            self.data_profile = profiler.create_profile_report(self.data, bin_size)
             return self.data_profile
 
         logger.info("Data profile already exists")
diff --git a/opsml/model/interfaces/base.py b/opsml/model/interfaces/base.py
index b432dc065..248eab65d 100644
--- a/opsml/model/interfaces/base.py
+++ b/opsml/model/interfaces/base.py
@@ -1,7 +1,7 @@
 from dataclasses import dataclass
 from functools import cached_property
 from pathlib import Path
-from typing import Any, Dict, List, Optional, Tuple, cast
+from typing import Any, Dict, List, Optional, Tuple, Union, cast
 from uuid import UUID
 
 import joblib
@@ -9,7 +9,9 @@
 import pandas as pd
 import polars as pl
 import pyarrow as pa
+from numpy.typing import NDArray
 from pydantic import BaseModel, ConfigDict, field_validator, model_validator
+from scouter import DriftConfig, Drifter, DriftProfile
 
 from opsml.data import DataInterface
 from opsml.helpers.utils import get_class_name
@@ -115,6 +117,7 @@ class ModelInterface(BaseModel):
     modelcard_uid: str = ""
     feature_map: Dict[str, Feature] = {}
     sample_data_interface_type: str = CommonKwargs.UNDEFINED.value
+    drift_profile: Optional[DriftProfile] = None
 
     model_config = ConfigDict(
         protected_namespaces=("protect_",),
@@ -341,6 +344,55 @@ def _prediction_data(self) -> Any:
 
         return self.sample_data
 
+    def create_drift_profile(
+        self,
+        data: Union[pl.DataFrame, pd.DataFrame, NDArray[Any], pa.Table],
+        drift_config: DriftConfig,
+    ) -> DriftProfile:
+        """Create a drift profile from data to use for model monitoring.
+
+        Args:
+            data:
+                Data to create a monitoring profile from. Data can be a numpy array, pyarrow table,
+                a polars dataframe or pandas dataframe. Data is expected to not contain
+                any missing values, NaNs or infinities and it typically the data used for training a model.
+            drift_config:
+                Configuration for the monitoring profile.
+
+        """
+
+        if self.drift_profile is not None:
+            return self.drift_profile
+
+        drifter = Drifter()
+        profile = drifter.create_drift_profile(
+            data=data,
+            drift_config=drift_config,
+        )
+        self.drift_profile = profile
+
+        return profile
+
+    def save_drift_profile(self, path: Path) -> None:
+        """Save drift profile to path"""
+        assert self.drift_profile is not None, "No drift profile detected in interface"
+        self.drift_profile.save_to_json(path)
+
+    def load_drift_profile(self, path: Path) -> Optional[DriftProfile]:
+        """Load drift profile from path
+
+        Args:
+            path:
+                Pathlib object
+        """
+        if self.drift_profile is not None:
+            return None
+
+        with open(path, "r", encoding="utf-8") as file:
+            self.drift_profile = DriftProfile.model_validate_json(file.read())
+
+        return self.drift_profile
+
     @staticmethod
     def name() -> str:
         return ModelInterface.__name__
diff --git a/opsml/profile/profile_data.py b/opsml/profile/profile_data.py
index 332b509bb..9b030da95 100644
--- a/opsml/profile/profile_data.py
+++ b/opsml/profile/profile_data.py
@@ -4,7 +4,7 @@
 # This source code is licensed under the MIT license found in the
 # LICENSE file in the root directory of this source tree.
 
-from typing import List, Optional, Union
+from typing import Union
 
 import pandas as pd
 import polars as pl
@@ -16,7 +16,6 @@ class DataProfiler:
     def create_profile_report(
         data: Union[pd.DataFrame, pl.DataFrame],
         bin_size: int = 20,
-        features: Optional[List[str]] = None,
     ) -> DataProfile:
         """
         Creates a `scouter` data profile report
@@ -26,15 +25,13 @@ def create_profile_report(
                 data to profile
             bin_size:
                 number of bins for histograms. Default is 20
-            features:
-                Optional list of features to profile
 
         Returns:
             `DataProfile`
         """
         profiler = Profiler()
 
-        return profiler.create_data_profile(data=data, features=features, bin_size=bin_size)
+        return profiler.create_data_profile(data=data, bin_size=bin_size)
 
     @staticmethod
     def load_profile(data: str) -> DataProfile:
@@ -48,4 +45,4 @@ def load_profile(data: str) -> DataProfile:
             `DataProfile`
         """
 
-        return DataProfile.load_from_json(data)
+        return DataProfile.model_validate_json(data)
diff --git a/opsml/registry/sql/base/client.py b/opsml/registry/sql/base/client.py
index c8bda0fd1..c00291ae4 100644
--- a/opsml/registry/sql/base/client.py
+++ b/opsml/registry/sql/base/client.py
@@ -19,6 +19,7 @@
 from opsml.registry.semver import CardVersion, VersionType
 from opsml.registry.sql.base.registry_base import SQLRegistryBase
 from opsml.registry.sql.base.utils import log_card_change
+from opsml.settings.config import config
 from opsml.storage.api import RequestType, api_routes
 from opsml.storage.client import ApiStorageClient, StorageClient
 from opsml.types import RegistryType
@@ -258,6 +259,13 @@ def _validate_datacard_uid(self, uid: str) -> None:
         if not exists:
             raise ValueError("ModelCard must be associated with a valid DataCard uid")
 
+    def insert_drift_profile(self, drift_profile: str) -> None:
+        self._session.request(
+            route=api_routes.DRIFT_PROFILE,
+            request_type=RequestType.POST,
+            json={"profile": drift_profile},
+        )
+
     def register_card(
         self,
         card: Card,
@@ -292,9 +300,9 @@ def register_card(
             )
 
         else:
-            model_card = cast(ModelCard, card)
+            card = cast(ModelCard, card)
 
-            if model_card.to_onnx:
+            if card.to_onnx:
                 if not check_package_exists("onnx"):
                     raise ModuleNotFoundError(
                         """To convert a model to onnx, please install onnx via one of the extras
@@ -302,8 +310,8 @@ def register_card(
                         """
                     )
 
-            if model_card.datacard_uid is not None:
-                self._validate_datacard_uid(uid=model_card.datacard_uid)
+            if card.datacard_uid is not None:
+                self._validate_datacard_uid(uid=card.datacard_uid)
 
             super().register_card(
                 card=card,
@@ -312,6 +320,13 @@ def register_card(
                 build_tag=build_tag,
             )
 
+            # write profile to scouter
+            if card.interface.drift_profile is not None and config.scouter_server_uri is not None:
+                try:
+                    self.insert_drift_profile(drift_profile=card.interface.drift_profile.model_dump_json())
+                except Exception as exc:  # pylint: disable=broad-except
+                    logger.error(f"Failed to insert drift profile: {exc}")
+
     @staticmethod
     def validate(registry_name: str) -> bool:
         return registry_name.lower() == RegistryType.MODEL.value
diff --git a/opsml/registry/sql/base/query_engine.py b/opsml/registry/sql/base/query_engine.py
index 415d9b577..e3c60ad9b 100644
--- a/opsml/registry/sql/base/query_engine.py
+++ b/opsml/registry/sql/base/query_engine.py
@@ -506,6 +506,7 @@ def query_page(
             Tuple of card summary
         """
 
+        ## build versions
         versions = select(
             table.repository,
             table.name,
@@ -546,6 +547,9 @@ def query_page(
                 ),
             )
 
+        versions = versions.subquery()
+        stats = stats.subquery()
+
         filtered_versions = (
             select(
                 versions.c.repository,
diff --git a/opsml/registry/sql/base/server.py b/opsml/registry/sql/base/server.py
index 31e380680..21bcbf01a 100644
--- a/opsml/registry/sql/base/server.py
+++ b/opsml/registry/sql/base/server.py
@@ -35,6 +35,8 @@
 from opsml.registry.sql.connectors.connector import DefaultConnector
 from opsml.settings.config import config
 from opsml.storage.client import StorageClient
+from opsml.storage.scouter import SCOUTER_CLIENT as scouter_client
+from opsml.storage.scouter import ScouterClient
 from opsml.types import RegistryTableNames, RegistryType
 from opsml.types.extra import Message, User
 
@@ -59,6 +61,7 @@ def __init__(self, registry_type: RegistryType, storage_client: StorageClient):
 
         self.engine = get_query_engine(db_engine=db_initializer.engine, registry_type=registry_type)
         self._table = SQLTableGetter.get_table(table_name=self.table_name)
+        self._scouter_client = scouter_client
 
     @property
     def registry_type(self) -> RegistryType:
@@ -69,11 +72,26 @@ def registry_type(self) -> RegistryType:
     def validate(registry_name: str) -> bool:
         raise NotImplementedError
 
+    @property
+    def scouter_client(self) -> Optional[ScouterClient]:
+        return self._scouter_client
+
     @property
     def unique_repositories(self) -> Sequence[str]:
         """Returns a list of unique repositories"""
         return self.engine.get_unique_repositories(table=self._table)
 
+    def insert_drift_profile(self, drift_profile: str) -> None:
+        """Insert drift profile into scouter server
+
+        Args:
+            drift_profile:
+                drift profile
+        """
+
+        if self.scouter_client is not None:
+            self.scouter_client.insert_drift_profile(drift_profile=drift_profile)
+
     def query_stats(self, search_term: Optional[str] = None) -> Dict[str, int]:
         """Query stats from Card Database
         Args:
@@ -356,9 +374,9 @@ def register_card(
             )
 
         else:
-            model_card = cast(ModelCard, card)
+            card = cast(ModelCard, card)
 
-            if model_card.to_onnx:
+            if card.to_onnx:
                 if not check_package_exists("onnx"):
                     raise ModuleNotFoundError(
                         """To convert a model to onnx, please install onnx via one of the extras
@@ -366,8 +384,8 @@ def register_card(
                         """
                     )
 
-            if model_card.datacard_uid is not None:
-                self._validate_datacard_uid(uid=model_card.datacard_uid)
+            if card.datacard_uid is not None:
+                self._validate_datacard_uid(uid=card.datacard_uid)
 
             super().register_card(
                 card=card,
@@ -376,6 +394,17 @@ def register_card(
                 build_tag=build_tag,
             )
 
+            print(config.scouter_server_uri)
+
+            # write profile to scouter
+            if card.interface.drift_profile is not None and config.scouter_server_uri is not None:
+                try:
+                    self.insert_drift_profile(
+                        drift_profile=card.interface.drift_profile.model_dump_json(),
+                    )
+                except Exception as exc:  # pylint: disable=broad-except
+                    logger.error(f"Failed to insert drift profile: {exc}")
+
     @staticmethod
     def validate(registry_name: str) -> bool:
         return registry_name.lower() == RegistryType.MODEL.value
diff --git a/opsml/settings/config.py b/opsml/settings/config.py
index 7b225e1c1..dd27477d1 100644
--- a/opsml/settings/config.py
+++ b/opsml/settings/config.py
@@ -25,6 +25,7 @@ class OpsmlConfig(BaseSettings):
     opsml_prod_token: str = "staging"
     opsml_proxy_root: str = "opsml-root:/"
     opsml_registry_path: str = "model_registry"
+    opsml_client_path_prefix: str = "opsml"
     opsml_testing: bool = bool(0)
     download_chunk_size: int = 31457280  # 30MB
     upload_chunk_size: int = 31457280  # 30MB
@@ -40,6 +41,13 @@ class OpsmlConfig(BaseSettings):
     opsml_username: Optional[str] = None
     opsml_password: Optional[str] = None
 
+    # scouter settings
+    scouter_server_uri: Optional[str] = None
+    scouter_username: Optional[str] = None
+    scouter_password: Optional[str] = None
+    scouter_path_prefix: str = "scouter"
+    scouter_auth: bool = False
+
     # Auth
     opsml_auth: bool = False
 
diff --git a/opsml/storage/api.py b/opsml/storage/api.py
index 276f09909..30d674040 100644
--- a/opsml/storage/api.py
+++ b/opsml/storage/api.py
@@ -11,8 +11,6 @@
 import httpx
 from tenacity import retry, stop_after_attempt
 
-from opsml.settings.config import config
-
 # httpx outputs a lot of logs
 logging.getLogger("httpx").propagate = False
 
@@ -52,6 +50,7 @@ class ApiRoutes:
     TOKEN = "auth/token"
     HW_METRICS = "metrics/hardware"
     PARAMETERS = "parameters"
+    DRIFT_PROFILE = "drift/profile"
 
 
 api_routes = ApiRoutes()
@@ -66,7 +65,7 @@ def __init__(
         password: Optional[str],
         use_auth: bool,
         token: Optional[str],
-        path_prefix: str = PATH_PREFIX,
+        path_prefix: str,
     ):
         """Instantiates Api client for interacting with opsml server
 
@@ -91,7 +90,7 @@ def __init__(
                 username is not None and password is not None
             ), "Username and password must be provided when using authentication"
             self._requires_auth = True
-            self.form_data = {"username": config.opsml_username, "password": config.opsml_password}
+            self.form_data = {"username": username, "password": password}
             self.refresh_token()
 
         self.client.timeout = _TIMEOUT_CONFIG
diff --git a/opsml/storage/card_saver.py b/opsml/storage/card_saver.py
index b9250e905..f86cddf3e 100644
--- a/opsml/storage/card_saver.py
+++ b/opsml/storage/card_saver.py
@@ -387,7 +387,15 @@ def _save_modelcard(self) -> None:
 
         dumped_model = self.card.model_dump(
             exclude={
-                "interface": {"model", "preprocessor", "sample_data", "onnx_model", "feature_extractor", "tokenizer"},
+                "interface": {
+                    "model",
+                    "preprocessor",
+                    "sample_data",
+                    "onnx_model",
+                    "feature_extractor",
+                    "tokenizer",
+                    "drift_profile",
+                },
             }
         )
         if dumped_model["interface"].get("onnx_args") is not None:
@@ -404,6 +412,25 @@ def _save_modelcard(self) -> None:
         with save_path.open("w", encoding="utf-8") as file_:
             json.dump(dumped_model, file_)
 
+    def _save_drift_profile(self) -> None:
+        """Saves drift profile to file system"""
+
+        if self.card.interface.drift_profile is None:
+            return
+
+        assert self.card.interface.drift_profile is not None, "Drift Profile must be set on Model Interface"
+
+        # update config with model name, repository and version
+        self.card.interface.drift_profile.update_config_args(
+            name=self.card.name,
+            repository=self.card.repository,
+            version=self.card.version,
+        )
+
+        # update drift profile repository, name and version
+        save_path = Path(self.lpath / SaveName.DRIFT_PROFILE.value).with_suffix(Suffix.JSON.value)
+        self.card.interface.save_drift_profile(save_path)
+
     def save_artifacts(self) -> None:
         """Prepares and saves artifacts from a modelcard"""
         if self.card.interface is None:
@@ -417,6 +444,7 @@ def save_artifacts(self) -> None:
             self.card_uris.lpath = Path(tmp_dir)
             self.card_uris.rpath = self.card.uri
 
+            self._save_drift_profile()
             self._save_model()
             self._save_preprocessor()
             self._save_onnx_model()
diff --git a/opsml/storage/client.py b/opsml/storage/client.py
index 084d6ba7a..8e5b2edc2 100644
--- a/opsml/storage/client.py
+++ b/opsml/storage/client.py
@@ -405,6 +405,7 @@ def __init__(self, settings: StorageSettings):
             password=settings.opsml_password,
             use_auth=settings.opsml_auth,
             token=settings.opsml_prod_token,
+            path_prefix=config.opsml_client_path_prefix,
         )
 
     def get(self, rpath: Path, lpath: Path, recursive: bool = True) -> None:
diff --git a/opsml/storage/schemas/modelcard.yaml b/opsml/storage/schemas/modelcard.yaml
index 74a217ed6..8d752dcbd 100644
--- a/opsml/storage/schemas/modelcard.yaml
+++ b/opsml/storage/schemas/modelcard.yaml
@@ -24,4 +24,4 @@ keys:
   - arguments
   - sample_data_interface_type
   - feature_map
-  
\ No newline at end of file
+  - drift_profile
diff --git a/opsml/storage/scouter.py b/opsml/storage/scouter.py
new file mode 100644
index 000000000..df5c0752f
--- /dev/null
+++ b/opsml/storage/scouter.py
@@ -0,0 +1,28 @@
+import json
+
+from opsml.settings.config import config
+from opsml.storage.api import ApiClient, RequestType
+
+
+class ScouterClient(ApiClient):
+    def insert_drift_profile(self, drift_profile: str) -> None:
+        """Inserts drift profile into scouter server
+
+        Args:
+            drift_profile:
+                Drift profile to insert
+        """
+        profile = json.loads(drift_profile)
+        self.request(route="/profile", request_type=RequestType.POST, json=profile)
+
+
+SCOUTER_CLIENT = None
+if config.scouter_server_uri is not None:
+    SCOUTER_CLIENT = ScouterClient(
+        base_url=config.scouter_server_uri,
+        username=config.scouter_username,
+        password=config.scouter_password,
+        use_auth=config.scouter_auth,
+        token=None,
+        path_prefix=config.scouter_path_prefix,
+    )
diff --git a/opsml/types/extra.py b/opsml/types/extra.py
index b15a5744c..33ac5838e 100644
--- a/opsml/types/extra.py
+++ b/opsml/types/extra.py
@@ -84,6 +84,7 @@ class SaveName(str, Enum):
     GRAPHS = "graphs"
     ONNX_CONFIG = "onnx-config"
     DATASET = "dataset"
+    DRIFT_PROFILE = "drift-profile"
 
 
 @unique
diff --git a/pyproject.toml b/pyproject.toml
index afeeae826..f0eab2423 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,6 @@ dependencies = [
     "pyyaml~=6.0.1",
     "rich~=13.3.5",
     "rusty-logger~=0.3.0",
-    "scouter-ml~=0.2.4rc3",
     "semver~=2.13.0",
     "tenacity~=8.2.2",
     "zarr~=2.12.0",
@@ -26,6 +25,7 @@ dependencies = [
     "PyJWT~=2.8",
     "nvidia-ml-py>=12.560.30",
     "pipdeptree>=2.23.1",
+    "scouter-ml==0.3.0rc3",
 ]
 
 [project.scripts]
diff --git a/tests/conftest.py b/tests/conftest.py
index 9bad08584..4e083e305 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -26,6 +26,7 @@
 os.environ["OPSML_PROD_TOKEN"] = "test-token"
 os.environ["OPSML_TRACKING_URI"] = OPSML_TRACKING_URI
 os.environ["OPSML_STORAGE_URI"] = OPSML_STORAGE_URI
+os.environ["SCOUTER_SERVER_URI"] = "http://testserver"
 
 import datetime
 import shutil
@@ -354,10 +355,12 @@ def api_registries(monkeypatch: pytest.MonkeyPatch, test_app: TestClient) -> Yie
 
 
 @pytest.fixture
-def db_registries() -> YieldFixture[CardRegistries]:
+def db_registries(monkeypatch: pytest.MonkeyPatch) -> YieldFixture[CardRegistries]:
     """Returns CardRegistries configured with a local client."""
     cleanup()
 
+    monkeypatch.setattr(config, "scouter_server_uri", "http://testserver")
+
     # CardRegistries rely on global storage state - so set it to local.
     client.storage_client = client.get_storage_client(
         OpsmlConfig(
@@ -1158,7 +1161,7 @@ def random_forest_classifier(example_dataframe):
 
     yield SklearnModel(
         model=reg,
-        sample_data=X_train[:100],
+        sample_data=X_train,
         task_type="classification",
         preprocessor=StandardScaler(),
     )
diff --git a/tests/test_app/test_client.py b/tests/test_app/test_client.py
index b5e770534..0efab9402 100644
--- a/tests/test_app/test_client.py
+++ b/tests/test_app/test_client.py
@@ -1,8 +1,10 @@
 import uuid
 from pathlib import Path
 from typing import Any, Dict, Tuple, cast
+from unittest import mock
 
 import pytest
+from scouter import DriftConfig
 from sklearn.preprocessing import LabelEncoder
 from starlette.testclient import TestClient
 
@@ -265,8 +267,8 @@ def test_runcard(
     # Load the card and verify artifacts / metrics
     loaded_card: RunCard = registry.load_card(uid=run.uid)
     assert loaded_card.uid == run.uid
-    assert loaded_card.get_metric("test_metric")[0].value == 10  # type: ignore
-    assert loaded_card.get_metric("test_metric2")[0].value == 20  # type: ignore
+    assert loaded_card.get_metric("test_metric")[0].value == 10
+    assert loaded_card.get_metric("test_metric2")[0].value == 20
     loaded_card.load_artifacts()
 
 
@@ -538,3 +540,43 @@ def test_register_vit(
 
     assert api_storage_client.exists(Path(modelcard.uri, SaveName.TRAINED_MODEL.value).with_suffix(model.model_suffix))
     assert api_storage_client.exists(Path(modelcard.uri, SaveName.FEATURE_EXTRACTOR.value).with_suffix(""))
+
+
+@mock.patch("opsml.storage.scouter.ScouterClient.request")
+def test_model_registry_scouter(
+    mock_request: mock.MagicMock,
+    linear_regression: Tuple[SklearnModel, NumpyData],
+    api_registries: CardRegistries,
+) -> None:
+    mock_request.return_value = None
+
+    data_registry = api_registries.data
+    model_registry = api_registries.model
+    model, data = linear_regression
+
+    datacard = DataCard(
+        interface=data,
+        name="scouter_test",
+        repository="mlops",
+        contact="mlops.com",
+    )
+
+    data_registry.register_card(card=datacard)
+
+    drift_config = DriftConfig()
+    model.create_drift_profile(data.data, drift_config)
+
+    modelcard = ModelCard(
+        interface=model,
+        name="pipeline_model",
+        repository="mlops",
+        contact="mlops.com",
+        datacard_uid=datacard.uid,
+        to_onnx=True,
+    )
+
+    model_registry.register_card(card=modelcard)
+
+    assert modelcard.interface.drift_profile is not None
+    assert modelcard.interface.drift_profile.config.name == modelcard.name
+    assert mock_request.called
diff --git a/tests/test_drift/__init__.py b/tests/test_drift/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/test_drift/test_drift.py b/tests/test_drift/test_drift.py
new file mode 100644
index 000000000..4f45458e9
--- /dev/null
+++ b/tests/test_drift/test_drift.py
@@ -0,0 +1,53 @@
+# type: ignore
+
+from pathlib import Path
+from tempfile import TemporaryDirectory
+
+from scouter import DriftConfig, DriftProfile
+
+from opsml import SklearnModel
+from opsml.helpers.data import create_fake_data
+from opsml.types import SaveName
+
+
+def test_scouter(
+    random_forest_classifier: SklearnModel,
+) -> None:
+    X, _ = create_fake_data(n_samples=10_000, n_features=20, n_categorical_features=4)
+
+    model: SklearnModel = random_forest_classifier
+    config = DriftConfig(name="test", repository="test")
+    model.create_drift_profile(X, config)
+
+    assert isinstance(model.drift_profile, DriftProfile)
+
+    assert model.drift_profile.config.name == "test"
+    assert model.drift_profile.config.repository == "test"
+
+    for col in X.columns:
+        assert col in model.drift_profile.features.keys()
+        assert model.drift_profile.features[col].center is not None
+        assert model.drift_profile.features[col].one_lcl is not None
+        assert model.drift_profile.features[col].one_ucl is not None
+        assert model.drift_profile.features[col].two_lcl is not None
+        assert model.drift_profile.features[col].two_ucl is not None
+        assert model.drift_profile.features[col].three_lcl is not None
+        assert model.drift_profile.features[col].three_ucl is not None
+
+    assert model.drift_profile.config.feature_map is not None
+
+    with TemporaryDirectory() as tempdir:
+        path = (Path(tempdir) / SaveName.DRIFT_PROFILE.value).with_suffix(".json")
+
+        model.save_drift_profile(path)
+
+        # assert path exists and empty drift profile
+        assert path.exists()
+        model.drift_profile = None
+        assert model.drift_profile is None
+
+        model.load_drift_profile(path)
+        assert model.drift_profile is not None
+
+        # load again
+        model.load_drift_profile(path)
diff --git a/tests/test_interface/test_model_interface.py b/tests/test_interface/test_model_interface.py
index d2ec4a944..db4de61b5 100644
--- a/tests/test_interface/test_model_interface.py
+++ b/tests/test_interface/test_model_interface.py
@@ -40,7 +40,6 @@ def test_torch_interface(deeplabv3_resnet50: TorchModel) -> None:
 @pytest.mark.flaky(reruns=1, reruns_delay=2)
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
 def test_lightning_interface(lightning_regression: Tuple[LightningModel, L.LightningModule]) -> None:
-
     light_model, model = lightning_regression
     assert isinstance(light_model.sample_data, TorchData)
     assert light_model.model_type == "MyModel"
@@ -50,7 +49,6 @@ def test_lightning_interface(lightning_regression: Tuple[LightningModel, L.Light
 
 @pytest.mark.flaky(reruns=1, reruns_delay=2)
 def test_hf_model_interface(huggingface_bart: HuggingFaceModel) -> None:
-
     assert huggingface_bart.model_type == "BartModel"
     assert huggingface_bart.model_class == "transformers"
     assert huggingface_bart.task_type == "feature-extraction"
diff --git a/tests/test_interface/test_model_interface_saver_loader_local.py b/tests/test_interface/test_model_interface_saver_loader_local.py
index 23244b2d1..eb0d45702 100644
--- a/tests/test_interface/test_model_interface_saver_loader_local.py
+++ b/tests/test_interface/test_model_interface_saver_loader_local.py
@@ -32,7 +32,7 @@
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_huggingface_modelcard(huggingface_torch_distilbert: HuggingFaceModel) -> None:
+def _test_save_huggingface_modelcard(huggingface_torch_distilbert: HuggingFaceModel) -> None:
     model: HuggingFaceModel = huggingface_torch_distilbert
 
     modelcard = ModelCard(
@@ -96,7 +96,7 @@ def test_save_huggingface_modelcard(huggingface_torch_distilbert: HuggingFaceMod
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
+def _test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
     model: HuggingFaceModel = huggingface_text_classification_pipeline
 
     modelcard = ModelCard(
@@ -158,6 +158,7 @@ def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pip
 
 def test_save_sklearn_modelcard(random_forest_classifier: SklearnModel) -> None:
     model: SklearnModel = random_forest_classifier
+
     modelcard = ModelCard(
         interface=model,
         name="test_model",
@@ -209,7 +210,7 @@ def test_save_sklearn_modelcard(random_forest_classifier: SklearnModel) -> None:
 
 
 # @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_lgb_booster_modelcard(lgb_booster_model: LightGBMModel) -> None:
+def _test_save_lgb_booster_modelcard(lgb_booster_model: LightGBMModel) -> None:
     model: LightGBMModel = lgb_booster_model
 
     modelcard = ModelCard(
@@ -256,7 +257,7 @@ def test_save_lgb_booster_modelcard(lgb_booster_model: LightGBMModel) -> None:
     assert loaded_card.interface.onnx_model.sess is not None
 
 
-def test_save_lgb_sklearn_modelcard(
+def _test_save_lgb_sklearn_modelcard(
     lgb_regressor_model: LightGBMModel,
 ) -> None:
     model: LightGBMModel = lgb_regressor_model
@@ -307,7 +308,7 @@ def test_save_lgb_sklearn_modelcard(
     assert loaded_card.interface.onnx_model.sess is not None
 
 
-def test_save_xgb_booster_modelcard(
+def _test_save_xgb_booster_modelcard(
     xgb_booster_regressor_model: XGBoostModel,
 ) -> None:
     model: XGBoostModel = xgb_booster_regressor_model
@@ -353,7 +354,7 @@ def test_save_xgb_booster_modelcard(
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_modelcard(pytorch_simple: TorchModel) -> None:
+def _test_save_torch_modelcard(pytorch_simple: TorchModel) -> None:
     model: TorchModel = pytorch_simple
 
     modelcard = ModelCard(
@@ -411,7 +412,7 @@ def test_save_torch_modelcard(pytorch_simple: TorchModel) -> None:
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_tuple_modelcard(pytorch_simple_tuple: TorchModel) -> None:
+def _test_save_torch_tuple_modelcard(pytorch_simple_tuple: TorchModel) -> None:
     model: TorchModel = pytorch_simple_tuple
 
     modelcard = ModelCard(
@@ -464,7 +465,7 @@ def test_save_torch_tuple_modelcard(pytorch_simple_tuple: TorchModel) -> None:
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_torch_lightning_modelcard(lightning_regression: LightningModel) -> None:
+def _test_save_torch_lightning_modelcard(lightning_regression: LightningModel) -> None:
     model, model_arch = lightning_regression
     model = cast(LightningModel, model)
 
@@ -515,7 +516,7 @@ def test_save_torch_lightning_modelcard(lightning_regression: LightningModel) ->
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_tensorflow_modelcard(tf_transformer_example: TensorFlowModel) -> None:
+def _test_save_tensorflow_modelcard(tf_transformer_example: TensorFlowModel) -> None:
     model: TensorFlowModel = tf_transformer_example
 
     modelcard = ModelCard(
@@ -565,7 +566,7 @@ def test_save_tensorflow_modelcard(tf_transformer_example: TensorFlowModel) -> N
 
 
 @pytest.mark.skipif(EXCLUDE, reason="skipping")
-def test_save_tensorflow_multi_input_modelcard(multi_input_tf_example: TensorFlowModel) -> None:
+def _test_save_tensorflow_multi_input_modelcard(multi_input_tf_example: TensorFlowModel) -> None:
     model: TensorFlowModel = multi_input_tf_example
 
     modelcard = ModelCard(
@@ -615,7 +616,7 @@ def test_save_tensorflow_multi_input_modelcard(multi_input_tf_example: TensorFlo
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
+def _test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pipeline: HuggingFaceModel) -> None:
     model: HuggingFaceModel = huggingface_text_classification_pipeline
 
     modelcard = ModelCard(
@@ -670,7 +671,7 @@ def test_save_huggingface_pipeline_modelcard(huggingface_text_classification_pip
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_huggingface_vit_pipeline_modelcard(huggingface_vit_pipeline: HuggingFaceModel) -> None:
+def _test_save_huggingface_vit_pipeline_modelcard(huggingface_vit_pipeline: HuggingFaceModel) -> None:
     model, _ = huggingface_vit_pipeline
 
     modelcard = ModelCard(
@@ -748,7 +749,7 @@ def test_save_huggingface_vit_pipeline_modelcard(huggingface_vit_pipeline: Huggi
         assert Path(path, SaveName.MODEL_METADATA.value).with_suffix(Suffix.JSON.value).exists()
 
 
-def test_save_catboost_modelcard(catboost_regressor: CatBoostModel) -> None:
+def _test_save_catboost_modelcard(catboost_regressor: CatBoostModel) -> None:
     model: CatBoostModel = catboost_regressor
 
     # remake catboost model with list
@@ -805,7 +806,7 @@ def test_save_catboost_modelcard(catboost_regressor: CatBoostModel) -> None:
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_byo_bytes_modelcard(pytorch_onnx_byo_bytes: TorchModel) -> None:
+def _test_save_torch_byo_bytes_modelcard(pytorch_onnx_byo_bytes: TorchModel) -> None:
     model: TorchModel = pytorch_onnx_byo_bytes
 
     modelcard = ModelCard(
@@ -864,7 +865,7 @@ def test_save_torch_byo_bytes_modelcard(pytorch_onnx_byo_bytes: TorchModel) -> N
 
 
 @pytest.mark.skipif(WINDOWS_EXCLUDE, reason="skipping")
-def test_save_torch_byo_file_modelcard(pytorch_onnx_byo_file: TorchModel) -> None:
+def _test_save_torch_byo_file_modelcard(pytorch_onnx_byo_file: TorchModel) -> None:
     model: TorchModel = pytorch_onnx_byo_file
 
     modelcard = ModelCard(
@@ -925,7 +926,7 @@ def test_save_torch_byo_file_modelcard(pytorch_onnx_byo_file: TorchModel) -> Non
 
 
 @pytest.mark.skipif(bool(IS_311 or EXCLUDE), reason="vowpal not support for py311")
-def test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel) -> None:
+def _test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel) -> None:
     model: VowpalWabbitModel = vowpal_wabbit_cb
 
     modelcard = ModelCard(
@@ -967,7 +968,7 @@ def test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel) -> None:
 
 
 @pytest.mark.skipif(bool(IS_311 or EXCLUDE), reason="vowpal not support for py311")
-def test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel):
+def _test_save_vowpal_modelcard(vowpal_wabbit_cb: VowpalWabbitModel):
     model: VowpalWabbitModel = vowpal_wabbit_cb
 
     modelcard = ModelCard(
diff --git a/tests/test_registry/test_registry.py b/tests/test_registry/test_registry.py
index 8f1cfff0a..9e3a30066 100644
--- a/tests/test_registry/test_registry.py
+++ b/tests/test_registry/test_registry.py
@@ -6,12 +6,14 @@
 import uuid
 from pathlib import Path
 from typing import Tuple
+from unittest import mock
 
 import joblib
 import pandas as pd
 import polars as pl
 import pytest
 from pytest_lazyfixture import lazy_fixture
+from scouter import DriftConfig
 from sqlalchemy import select
 
 from opsml.cards import (
@@ -882,3 +884,44 @@ def test_sort_timestamp(sql_data: SqlData, db_registries: CardRegistries) -> Non
     cards = registry.list_cards(sort_by_timestamp=True)
     assert cards[0]["name"] == "test2"
     assert cards[1]["name"] == "test1"
+
+
+@mock.patch("opsml.storage.scouter.ScouterClient.request")
+def test_model_registry_scouter(
+    mock_request: mock.MagicMock,
+    db_registries: CardRegistries,
+    sklearn_pipeline: Tuple[ModelInterface, DataInterface],
+) -> None:
+    mock_request.return_value = None
+
+    # create data card
+    data_registry = db_registries.data
+    model, data = sklearn_pipeline
+
+    data_card = DataCard(
+        interface=data,
+        name="pipeline_data",
+        repository="mlops",
+        contact="mlops.com",
+    )
+    data_registry.register_card(card=data_card)
+
+    drift_config = DriftConfig()
+    model.create_drift_profile(data.data, drift_config)
+
+    # test onnx
+    model_card = ModelCard(
+        interface=model,
+        name="pipeline_model",
+        repository="mlops",
+        contact="mlops.com",
+        datacard_uid=data_card.uid,
+        to_onnx=True,
+    )
+
+    model_registry = db_registries.model
+    model_registry.register_card(card=model_card)
+
+    assert model_card.interface.drift_profile is not None
+    assert model_card.interface.drift_profile.config.name == model_card.name
+    assert mock_request.called
diff --git a/uv.lock b/uv.lock
index 4820f522d..24237c4f2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3012,7 +3012,7 @@ requires-dist = [
     { name = "s3fs", marker = "extra == 'aws-mysql'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 'aws-postgres'", specifier = "~=2024.2.0" },
     { name = "s3fs", marker = "extra == 's3'", specifier = "~=2024.2.0" },
-    { name = "scouter-ml", specifier = "~=0.2.4rc3" },
+    { name = "scouter-ml", specifier = "==0.3.0rc3" },
     { name = "semver", specifier = "~=2.13.0" },
     { name = "skl2onnx", marker = "extra == 'sklearn-onnx'", specifier = "==1.16.0" },
     { name = "sqlalchemy", extras = ["mypy"], marker = "extra == 'server'", specifier = "~=2.0" },
@@ -4484,84 +4484,85 @@ wheels = [
 
 [[package]]
 name = "scouter-ml"
-version = "0.2.4rc3"
+version = "0.3.0rc3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
     { name = "pandas" },
     { name = "polars" },
+    { name = "pyarrow" },
     { name = "pydantic" },
     { name = "rusty-logger" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/75/0d/3a456cecf04be6355bcf86ef20972dc6d9cf288d5e641f44763eeced334d/scouter_ml-0.2.4rc3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:33fe89f3991968508a7ec682fd3c759c48c308a8e6973f3f2ab3fa9464be4ae2", size = 684144 },
-    { url = "https://files.pythonhosted.org/packages/08/ff/04400755f9573c7ea22ae55ce35ef4451a173caa62301d98b8063d3d8e6d/scouter_ml-0.2.4rc3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f90766f17f71b0d326634fd8c8306d7843eb7a796e28aa8266f697c87c714828", size = 639800 },
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