diff --git a/ingestion/src/metadata/orm_profiler/metrics/static/stddev.py b/ingestion/src/metadata/orm_profiler/metrics/static/stddev.py
index d2f45474f3d..fdb4679f140 100644
--- a/ingestion/src/metadata/orm_profiler/metrics/static/stddev.py
+++ b/ingestion/src/metadata/orm_profiler/metrics/static/stddev.py
@@ -16,9 +16,6 @@ from sqlalchemy import column
 from sqlalchemy.ext.compiler import compiles
 from sqlalchemy.sql.functions import FunctionElement
 
-from metadata.generated.schema.entity.services.databaseService import (
-    DatabaseServiceType,
-)
 from metadata.orm_profiler.metrics.core import CACHE, StaticMetric, _label
 from metadata.orm_profiler.orm.registry import Dialects, is_quantifiable
 from metadata.orm_profiler.utils import logger
diff --git a/ingestion/src/metadata/orm_profiler/orm/converter.py b/ingestion/src/metadata/orm_profiler/orm/converter.py
index 7f0a22c1b4f..6aa4b8e8a17 100644
--- a/ingestion/src/metadata/orm_profiler/orm/converter.py
+++ b/ingestion/src/metadata/orm_profiler/orm/converter.py
@@ -14,14 +14,14 @@ Converter logic to transform an OpenMetadata Table Entity
 to an SQLAlchemy ORM class.
 """
 from functools import singledispatch
-from typing import Union
+from typing import Optional, Union
 
 import sqlalchemy
 from sqlalchemy.orm import DeclarativeMeta, declarative_base
 
 from metadata.generated.schema.entity.data.database import Database
 from metadata.generated.schema.entity.data.table import Column, DataType, Table
-from metadata.orm_profiler.orm.registry import CustomTypes
+from metadata.orm_profiler.orm.registry import CustomTypes, Dialects
 
 Base = declarative_base()
 
@@ -84,7 +84,9 @@ def build_orm_col(idx: int, col: Column) -> sqlalchemy.Column:
     )
 
 
-def ometa_to_orm(table: Table, database: Union[Database, str]) -> DeclarativeMeta:
+def ometa_to_orm(
+    table: Table, database: Union[Database, str], dialect: Optional[str] = None
+) -> DeclarativeMeta:
     """
     Given an OpenMetadata instance, prepare
     the SQLAlchemy DeclarativeMeta class
@@ -93,6 +95,7 @@ def ometa_to_orm(table: Table, database: Union[Database, str]) -> DeclarativeMet
     We are building the class dynamically using
     `type` and passing SQLAlchemy `Base` class
     as the bases tuple for inheritance.
+    TODO: Remove the dialect once we solve the hierarchy service.db.schema.table. Check #3529
     """
 
     cols = {
@@ -107,7 +110,7 @@ def ometa_to_orm(table: Table, database: Union[Database, str]) -> DeclarativeMet
         {
             "__tablename__": str(table.name.__root__),
             "__table_args__": {
-                "schema": get_db_name(database),
+                "schema": get_db_name(database, dialect),
                 "extend_existing": True,  # Recreates the table ORM object if it already exists. Useful for testing
             },
             **cols,
@@ -121,7 +124,7 @@ def ometa_to_orm(table: Table, database: Union[Database, str]) -> DeclarativeMet
 
 
 @singledispatch
-def get_db_name(arg) -> str:
+def get_db_name(arg, *_) -> str:
     """
     Return the database name to pass the table schema info
     to the ORM object.
@@ -133,7 +136,7 @@ def get_db_name(arg) -> str:
 
 
 @get_db_name.register
-def _(arg: str) -> str:
+def _(arg: str, *_) -> str:
     """
     Return string as is
 
@@ -144,11 +147,17 @@ def _(arg: str) -> str:
 
 
 @get_db_name.register
-def _(arg: Database) -> str:
+def _(arg: Database, dialect: Optional[str] = None) -> str:
     """
     Get the db name from the database entity
 
     :param arg: database
+    :param dialect: Database dialect. Just for snowflake cleaning
     :return: db name
     """
-    return str(arg.name.__root__)
+    name = str(arg.name.__root__)
+
+    if dialect == Dialects.Snowflake:
+        return "_".join(name.split("_")[1:])
+
+    return name
diff --git a/ingestion/src/metadata/orm_profiler/orm/functions/concat.py b/ingestion/src/metadata/orm_profiler/orm/functions/concat.py
index 0559b2142db..8de0c508197 100644
--- a/ingestion/src/metadata/orm_profiler/orm/functions/concat.py
+++ b/ingestion/src/metadata/orm_profiler/orm/functions/concat.py
@@ -15,9 +15,6 @@ Define Concat function
 from sqlalchemy.ext.compiler import compiles
 from sqlalchemy.sql.functions import FunctionElement
 
-from metadata.generated.schema.entity.services.databaseService import (
-    DatabaseServiceType,
-)
 from metadata.orm_profiler.metrics.core import CACHE
 from metadata.orm_profiler.orm.registry import Dialects
 from metadata.orm_profiler.utils import logger
diff --git a/ingestion/src/metadata/orm_profiler/orm/functions/random_num.py b/ingestion/src/metadata/orm_profiler/orm/functions/random_num.py
index d0518fe47a9..44f2dd5242f 100644
--- a/ingestion/src/metadata/orm_profiler/orm/functions/random_num.py
+++ b/ingestion/src/metadata/orm_profiler/orm/functions/random_num.py
@@ -19,9 +19,6 @@ data.
 from sqlalchemy.ext.compiler import compiles
 from sqlalchemy.sql.functions import FunctionElement
 
-from metadata.generated.schema.entity.services.databaseService import (
-    DatabaseServiceType,
-)
 from metadata.orm_profiler.metrics.core import CACHE
 from metadata.orm_profiler.orm.registry import Dialects
 from metadata.orm_profiler.utils import logger
diff --git a/ingestion/src/metadata/orm_profiler/processor/orm_profiler.py b/ingestion/src/metadata/orm_profiler/processor/orm_profiler.py
index aa4a1e772d6..42ee5ed4c49 100644
--- a/ingestion/src/metadata/orm_profiler/processor/orm_profiler.py
+++ b/ingestion/src/metadata/orm_profiler/processor/orm_profiler.py
@@ -466,7 +466,9 @@ class OrmProfilerProcessor(Processor[Table]):
         database = self.metadata.get_by_id(
             entity=Database, entity_id=record.database.id
         )
-        orm_table = ometa_to_orm(table=record, database=database)
+        orm_table = ometa_to_orm(
+            table=record, database=database, dialect=self.session.bind.dialect.name
+        )
 
         entity_profile = self.profile_entity(orm_table, record)