diff --git a/test/integration/scheduler_perf/util.go b/test/integration/scheduler_perf/util.go
index 6e84213788f..114c119a660 100644
--- a/test/integration/scheduler_perf/util.go
+++ b/test/integration/scheduler_perf/util.go
@@ -243,7 +243,12 @@ func collectHistogramVec(metric string, labels map[string]string, lvMap map[stri
 	}
 
 	if err := vec.Validate(); err != nil {
-		klog.Error(err)
+		klog.ErrorS(err, "the validation for HistogramVec is failed. The data for this metric won't be stored in a benchmark result file", "metric", metric, "labels", labels)
+		return nil
+	}
+
+	if vec.GetAggregatedSampleCount() == 0 {
+		klog.InfoS("It is expected that this metric wasn't recorded. The data for this metric won't be stored in a benchmark result file", "metric", metric, "labels", labels)
 		return nil
 	}