diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/v2/WriteToDataSourceV2Exec.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/v2/WriteToDataSourceV2Exec.scala
index 6bb1eb6f4b6d..81fea565d267 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/v2/WriteToDataSourceV2Exec.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/v2/WriteToDataSourceV2Exec.scala
@@ -350,9 +350,15 @@ case class ReplaceDataExec(
         // One of the metrics couldn't be found, also mark numDeletedRows as not found.
         -1L
       }
+
+      // SQLMetric.set call is a no-op if value is -1. Override numDeletedRows value in summary.
       metrics("numDeletedRows").set(numDeletedRows)
+      super.getWriteSummary(query).map {
+        case d: DeleteSummaryImpl => d.copy(numDeletedRows = numDeletedRows)
+      }
+    } else {
+      super.getWriteSummary(query)
     }
-    super.getWriteSummary(query)
   }
 }