diff --git a/ingestion/src/metadata/interfaces/sqa_interface.py b/ingestion/src/metadata/interfaces/sqa_interface.py
index c40d78a64b6..ab0aadcd796 100644
--- a/ingestion/src/metadata/interfaces/sqa_interface.py
+++ b/ingestion/src/metadata/interfaces/sqa_interface.py
@@ -426,7 +426,7 @@ def get_table_metrics(
         dictionnary of results
     """
     try:
-        row = runner.select_first_from_table(*[metric().fn() for metric in metrics])
+        row = runner.select_first_from_sample(*[metric().fn() for metric in metrics])
 
         if row:
             return dict(row)
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 ccd988e2332..4efe6033492 100644
--- a/ingestion/src/metadata/orm_profiler/orm/functions/random_num.py
+++ b/ingestion/src/metadata/orm_profiler/orm/functions/random_num.py
@@ -89,3 +89,12 @@ def _(*_, **__):
 def _(*_, **__):
     """Oracle random logic"""
     return "ABS(DBMS_RANDOM.VALUE) * 100"
+
+
+@compiles(RandomNumFn, Dialects.Snowflake)
+def _(*_, **__):
+    """We use FROM <table> SAMPLE SYSTEM (n) for sampling
+    in snowflake. We'll return 0 to make sure we get all the rows
+    from the already sampled results when executing row::MOD(0, 100) < profile_sample.
+    """
+    return "0"
diff --git a/ingestion/src/metadata/orm_profiler/profiler/sampler.py b/ingestion/src/metadata/orm_profiler/profiler/sampler.py
index 1794f104ed6..c0a267a93e2 100644
--- a/ingestion/src/metadata/orm_profiler/profiler/sampler.py
+++ b/ingestion/src/metadata/orm_profiler/profiler/sampler.py
@@ -21,6 +21,7 @@ from sqlalchemy.orm.util import AliasedClass
 from metadata.generated.schema.entity.data.table import TableData
 from metadata.orm_profiler.orm.functions.modulo import ModuloFn
 from metadata.orm_profiler.orm.functions.random_num import RandomNumFn
+from metadata.orm_profiler.orm.registry import Dialects
 from metadata.orm_profiler.profiler.handle_partition import partition_filter_handler
 
 RANDOM_LABEL = "random"
@@ -50,9 +51,15 @@ class Sampler:
 
     @partition_filter_handler(build_sample=True)
     def get_sample_query(self) -> Query:
-        return self.session.query(
-            self.table, (ModuloFn(RandomNumFn(), 100)).label(RANDOM_LABEL)
-        ).cte(f"{self.table.__tablename__}_rnd")
+        return (
+            self.session.query(
+                self.table, (ModuloFn(RandomNumFn(), 100)).label(RANDOM_LABEL)
+            )
+            .suffix_with(
+                f"SAMPLE SYSTEM ({self.profile_sample})", dialect=Dialects.Snowflake
+            )
+            .cte(f"{self.table.__tablename__}_rnd")
+        )
 
     def random_sample(self) -> Union[DeclarativeMeta, AliasedClass]:
         """