diff --git a/terraform/environments/electronic-monitoring-data/glue-job/etl_rds_sqlserver_query_to_s3_parquet.py b/terraform/environments/electronic-monitoring-data/glue-job/etl_rds_sqlserver_query_to_s3_parquet.py
index b46d60daecc..f89022871b2 100644
--- a/terraform/environments/electronic-monitoring-data/glue-job/etl_rds_sqlserver_query_to_s3_parquet.py
+++ b/terraform/environments/electronic-monitoring-data/glue-job/etl_rds_sqlserver_query_to_s3_parquet.py
@@ -396,7 +396,8 @@ def write_dv_report_to_s3parquet(df_dv_output: DataFrame,
 
     jdbc_read_partitions_num = int(args.get('jdbc_read_partitions_num', 0))
 
-    jdbc_read_partitions_num = 1 if jdbc_read_partitions_num <= 0 else jdbc_read_partitions_num
+    jdbc_read_partitions_num = 1 if jdbc_read_partitions_num <= 0 \
+                                    else jdbc_read_partitions_num
     LOGGER.info(f"""jdbc_read_partitions_num = {jdbc_read_partitions_num}""")
 
     agg_row_dict = rds_jdbc_conn_obj.get_min_max_pkey_filter(
@@ -424,7 +425,7 @@ def write_dv_report_to_s3parquet(df_dv_output: DataFrame,
         f"""df_rds_query_read-{db_sch_tbl}: READ PARTITIONS = {df_rds_query_read.rdd.getNumPartitions()}""")
 
     df_rds_query_read_columns = df_rds_query_read.columns
-    LOGGER.info(f"""1. df_rds_query_read_columns = {df_rds_query_read_columns}""")
+    LOGGER.info(f"""df_rds_query_read_columns = {df_rds_query_read_columns}""")
 
     df_rds_query_read_schema = df_rds_query_read.schema
     LOGGER.info(f"""df_rds_query_read_schema = \n{[obj for obj in df_rds_query_read_schema]}""")
@@ -439,19 +440,20 @@ def write_dv_report_to_s3parquet(df_dv_output: DataFrame,
             f"""df_rds_query_read: After Repartitioning -> {int_repartitions} partitions.""")
     # ----------------------------------------------------
 
-    rename_output_table_folder = args.get('rename_migrated_prq_tbl_folder', '')
-    if rename_output_table_folder == '':
-        rds_db_table_name = rds_sqlserver_db_table
-    else:
-        rds_db_table_name = rename_output_table_folder
+    rename_output_table_folder = args.get('rename_migrated_prq_tbl_folder', None)
+    prq_table_folder_name = rds_sqlserver_db_table if rename_output_table_folder is None \
+                                                    else rename_output_table_folder
     # ---------------------------------------
 
-    prq_table_folder_path = f"""{rds_db_name}/{rds_sqlserver_db_schema}/{rds_db_table_name}"""
+    prq_table_folder_path = f"""{rds_db_name}/{rds_sqlserver_db_schema}/{prq_table_folder_name}"""
     LOGGER.info(f"""prq_table_folder_path = {prq_table_folder_path}""")
 
     validation_only_run = args['validation_only_run']
 
     validation_sample_fraction_float = float(args.get('validation_sample_fraction_float', 0))
+    validation_sample_fraction_float = 1.0 if validation_sample_fraction_float > 1 \
+                                            else validation_sample_fraction_float
+
     temp_msg = f"""validation_sample_fraction_float = {validation_sample_fraction_float}"""
     if validation_only_run != "true":
         if validation_sample_fraction_float != 0:
@@ -467,13 +469,14 @@ def write_dv_report_to_s3parquet(df_dv_output: DataFrame,
                                                        validation_sample_fraction_float
                                                        )
             write_dv_report_to_s3parquet(df_dv_output, rds_jdbc_conn_obj, db_sch_tbl)
+            df_rds_query_read.unpersist()
         else:
             write_rds_to_s3parquet(df_rds_query_read, prq_table_folder_path)
             print_existing_s3parquet_stats(prq_table_folder_path)
-            LOGGER.info(f"""{temp_msg}\nValidation not enabled. Skipping ...""")
+            LOGGER.warn(f"""{temp_msg}\nValidation not enabled. Skipping ...""")
 
     else:
-        LOGGER.info(f""">> validation_only_run - ENABLED <<""")
+        LOGGER.warn(f""">> validation_only_run - ENABLED <<""")
         print_existing_s3parquet_stats(prq_table_folder_path)
         
         if validation_sample_fraction_float != 0:
@@ -487,7 +490,7 @@ def write_dv_report_to_s3parquet(df_dv_output: DataFrame,
                                                        )
             write_dv_report_to_s3parquet(df_dv_output, rds_jdbc_conn_obj, db_sch_tbl)
         else:
-            LOGGER.info(f""">> Skipping validation: {temp_msg} <<""")
+            LOGGER.warn(f"""{temp_msg} => Skipping Validation !""")
     # ---------------------------------------------------------------
     
     job.commit()