diff --git a/ingestion/src/metadata/profiler/metrics/system/queries/redshift.py b/ingestion/src/metadata/profiler/metrics/system/queries/redshift.py
index c6a3d61fa4d..1e76ab80b98 100644
--- a/ingestion/src/metadata/profiler/metrics/system/queries/redshift.py
+++ b/ingestion/src/metadata/profiler/metrics/system/queries/redshift.py
@@ -35,19 +35,17 @@ STL_QUERY = """
         sti."database",
         sti."schema",
         sti."table",
-        sq.text,
         DATE_TRUNC('second', data.starttime) AS starttime
     FROM
         data
         INNER JOIN  pg_catalog.svv_table_info sti ON data.tbl = sti.table_id
-        INNER JOIN pg_catalog.stl_querytext sq ON data.query = sq.query
     where
         sti."database" = '{database}' AND
        	sti."schema" = '{schema}' AND
         "rows" != 0 AND
         DATE(data.starttime) >= CURRENT_DATE - 1
-    GROUP BY 2,3,4,5,6
-    ORDER BY 6 DESC
+    GROUP BY 2,3,4,5
+    ORDER BY 5 DESC
 """
 
 
@@ -73,7 +71,7 @@ def get_query_results(
             database_name=row.database,
             schema_name=row.schema,
             table_name=row.table,
-            query_text=row.text,
+            query_text=None,
             query_type=operation,
             timestamp=row.starttime,
             rows=row.rows,
diff --git a/ingestion/src/metadata/profiler/metrics/system/system.py b/ingestion/src/metadata/profiler/metrics/system/system.py
index 5f3b7608c31..b57a4ae3857 100644
--- a/ingestion/src/metadata/profiler/metrics/system/system.py
+++ b/ingestion/src/metadata/profiler/metrics/system/system.py
@@ -113,10 +113,6 @@ def _(
     dataset_id = table.__table_args__["schema"]  # type: ignore
 
     metric_results: List[Dict] = []
-    # QueryResult = namedtuple(
-    #     "QueryResult",
-    #     "query_type,timestamp,destination_table,dml_statistics",
-    # )
 
     jobs = get_value_from_cache(
         SYSTEM_QUERY_RESULT_CACHE, f"{Dialects.BigQuery}.{project_id}.{dataset_id}.jobs"
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/EntityTimeSeriesDAO.java b/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/EntityTimeSeriesDAO.java
index 07155108c3d..0ae1150be04 100644
--- a/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/EntityTimeSeriesDAO.java
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/EntityTimeSeriesDAO.java
@@ -393,6 +393,21 @@ public interface EntityTimeSeriesDAO {
     return getLatestExtensionByKeyInternal(getTimeSeriesTableName(), value, entityFQN, extension, mysqlCond, psqlCond);
   }
 
+  default void storeTimeSeriesWithOperation(
+      String fqn,
+      String extension,
+      String jsonSchema,
+      String entityJson,
+      Long timestamp,
+      String operation,
+      boolean update) {
+    if (update) {
+      updateExtensionByOperation(fqn, extension, entityJson, timestamp, operation);
+    } else {
+      insert(fqn, extension, jsonSchema, entityJson);
+    }
+  }
+
   /** @deprecated */
   @SqlQuery("SELECT DISTINCT entityFQN FROM <table> WHERE entityFQNHash = '' or entityFQNHash is null LIMIT :limit")
   @Deprecated(since = "1.1.1")
diff --git a/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/TableRepository.java b/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/TableRepository.java
index a00f4191714..1ff2ce0c1eb 100644
--- a/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/TableRepository.java
+++ b/openmetadata-service/src/main/java/org/openmetadata/service/jdbi3/TableRepository.java
@@ -379,13 +379,26 @@ public class TableRepository extends EntityRepository<Table> {
     List<SystemProfile> systemProfiles = createTableProfile.getSystemProfile();
     if (systemProfiles != null && !systemProfiles.isEmpty()) {
       for (SystemProfile systemProfile : createTableProfile.getSystemProfile()) {
+        // system metrics timestamp is the one of the operation. We'll need to
+        // update the entry if it already exists in the database
+        String storedSystemProfile =
+            daoCollection
+                .profilerDataTimeSeriesDao()
+                .getExtensionAtTimestampWithOperation(
+                    table.getFullyQualifiedName(),
+                    SYSTEM_PROFILE_EXTENSION,
+                    systemProfile.getTimestamp(),
+                    systemProfile.getOperation().value());
         daoCollection
             .profilerDataTimeSeriesDao()
-            .insert(
+            .storeTimeSeriesWithOperation(
                 table.getFullyQualifiedName(),
                 SYSTEM_PROFILE_EXTENSION,
                 "systemProfile",
-                JsonUtils.pojoToJson(systemProfile));
+                JsonUtils.pojoToJson(systemProfile),
+                systemProfile.getTimestamp(),
+                systemProfile.getOperation().value(),
+                storedSystemProfile != null);
       }
     }