diff --git a/ingestion/src/metadata/sampler/sqlalchemy/azuresql/sampler.py b/ingestion/src/metadata/sampler/sqlalchemy/azuresql/sampler.py
index 70e3ee14486..83a3c4062e9 100644
--- a/ingestion/src/metadata/sampler/sqlalchemy/azuresql/sampler.py
+++ b/ingestion/src/metadata/sampler/sqlalchemy/azuresql/sampler.py
@@ -15,7 +15,7 @@ for the profiler
 from typing import List, Optional
 
 from sqlalchemy import Column, Table, text
-from sqlalchemy.orm import Query
+from sqlalchemy.sql.selectable import CTE
 
 from metadata.generated.schema.entity.data.table import TableData, TableType
 from metadata.sampler.sqlalchemy.sampler import ProfileSampleType, SQASampler
@@ -49,13 +49,12 @@ class AzureSQLSampler(SQASampler):
 
         return selectable
 
-    def get_sample_query(self, *, column=None) -> Query:
-        """get query for sample data"""
+    def get_sample_query(self, *, column=None) -> CTE:
+        """Override the base method as ROWS or PERCENT sampling handled through the tablesample clause"""
         rnd = self._base_sample_query(column).cte(
             f"{self.get_sampler_table_name()}_rnd"
         )
-        with self.get_client() as client:
-            query = client.query(rnd)
+        query = self.get_client().query(rnd)
         return query.cte(f"{self.get_sampler_table_name()}_sample")
 
     def fetch_sample_data(self, columns: Optional[List[Column]] = None) -> TableData:
diff --git a/ingestion/src/metadata/sampler/sqlalchemy/mssql/sampler.py b/ingestion/src/metadata/sampler/sqlalchemy/mssql/sampler.py
index a1e2fb93609..349ce36fee8 100644
--- a/ingestion/src/metadata/sampler/sqlalchemy/mssql/sampler.py
+++ b/ingestion/src/metadata/sampler/sqlalchemy/mssql/sampler.py
@@ -44,10 +44,9 @@ class MssqlSampler(SQASampler):
         return selectable
 
     def get_sample_query(self, *, column=None) -> CTE:
-        """get query for sample data"""
+        """Override the base method as ROWS or PERCENT sampling handled through the tablesample clause"""
         rnd = self._base_sample_query(column).cte(
             f"{self.get_sampler_table_name()}_rnd"
         )
-        with self.get_client() as client:
-            query = client.query(rnd)
+        query = self.get_client().query(rnd)
         return query.cte(f"{self.get_sampler_table_name()}_sample")
diff --git a/ingestion/src/metadata/sampler/sqlalchemy/sampler.py b/ingestion/src/metadata/sampler/sqlalchemy/sampler.py
index 27d51398598..69dbd2a75b1 100644
--- a/ingestion/src/metadata/sampler/sqlalchemy/sampler.py
+++ b/ingestion/src/metadata/sampler/sqlalchemy/sampler.py
@@ -136,6 +136,8 @@ class SQASampler(SamplerInterface, SQAInterfaceMixin):
             ).cte(f"{self.get_sampler_table_name()}_sample")
 
         table_query = client.query(self.raw_dataset)
+        if self.partition_details:
+            table_query = self.get_partitioned_query(table_query)
         session_query = self._base_sample_query(
             column,
             (ModuloFn(RandomNumFn(), table_query.count())).label(RANDOM_LABEL)
diff --git a/ingestion/src/metadata/sampler/sqlalchemy/snowflake/sampler.py b/ingestion/src/metadata/sampler/sqlalchemy/snowflake/sampler.py
index 274d0c0ce4f..ea64bb9e3f8 100644
--- a/ingestion/src/metadata/sampler/sqlalchemy/snowflake/sampler.py
+++ b/ingestion/src/metadata/sampler/sqlalchemy/snowflake/sampler.py
@@ -87,10 +87,9 @@ class SnowflakeSampler(SQASampler):
         )
 
     def get_sample_query(self, *, column=None) -> CTE:
-        """get query for sample data"""
+        """Override the base method as ROWS or PERCENT sampling handled through the tablesample clause"""
         rnd = self._base_sample_query(column).cte(
             f"{self.get_sampler_table_name()}_rnd"
         )
-        with self.get_client() as client:
-            query = client.query(rnd)
+        query = self.get_client().query(rnd)
         return query.cte(f"{self.get_sampler_table_name()}_sample")