diff --git a/ingestion/setup.py b/ingestion/setup.py
index b13c0aebf96..93d70089b16 100644
--- a/ingestion/setup.py
+++ b/ingestion/setup.py
@@ -197,7 +197,7 @@ plugins: Dict[str, Set[str]] = {
     "kinesis": {VERSIONS["boto3"]},
     "ldap-users": {"ldap3==2.9.1"},
     "looker": {"looker-sdk>=22.20.0", "lkml~=1.3"},
-    "mlflow": {"mlflow-skinny~=1.30", "alembic~=1.10.2"},
+    "mlflow": {"mlflow-skinny>=2.3.0", "alembic~=1.10.2"},
     "mongo": {"pymongo~=4.3", VERSIONS["pandas"]},
     "couchbase": {"couchbase~=4.1"},
     "mssql": {"sqlalchemy-pytds~=0.3"},
diff --git a/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/connection.py b/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/connection.py
index a43bc067fa7..b12c3a22176 100644
--- a/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/connection.py
+++ b/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/connection.py
@@ -47,7 +47,7 @@ def test_connection(
     of a metadata workflow or during an Automation Workflow
     """
 
-    test_fn = {"GetModels": client.list_registered_models}
+    test_fn = {"GetModels": client.search_registered_models}
 
     test_connection_steps(
         metadata=metadata,
diff --git a/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/metadata.py b/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/metadata.py
index c8e49bf916c..dd433fcbe57 100644
--- a/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/metadata.py
+++ b/ingestion/src/metadata/ingestion/source/mlmodel/mlflow/metadata.py
@@ -69,7 +69,7 @@ class MlflowSource(MlModelServiceSource):
         """
         List and filters models from the registry
         """
-        for model in cast(RegisteredModel, self.client.list_registered_models()):
+        for model in cast(RegisteredModel, self.client.search_registered_models()):
             if filter_by_mlmodel(
                 self.source_config.mlModelFilterPattern, mlmodel_name=model.name
             ):
@@ -92,8 +92,8 @@ class MlflowSource(MlModelServiceSource):
                 self.status.failed(
                     StackTraceError(
                         name=model.name,
-                        error="Invalid Version",
-                        stack_trace=f"Cannot find latest version from version list {model.latest_versions}",
+                        error="Version not found",
+                        stack_trace=f"Unable to ingest model {model.name} due to missing version from version list {model.latest_versions}",  # pylint: disable=line-too-long
                     )
                 )
                 continue