diff --git a/test/integration/scheduler_perf/scheduler_perf.go b/test/integration/scheduler_perf/scheduler_perf.go
index 7ecaca00f55..6c331aa77ca 100644
--- a/test/integration/scheduler_perf/scheduler_perf.go
+++ b/test/integration/scheduler_perf/scheduler_perf.go
@@ -1059,10 +1059,11 @@ func runWorkload(tCtx ktesting.TContext, tc *testCase, w *workload, informerFact
 				name := tCtx.Name()
 				// The first part is the same for each work load, therefore we can strip it.
 				name = name[strings.Index(name, "/")+1:]
-				collectors = getTestDataCollectors(collectorCtx, podInformer, fmt.Sprintf("%s/%s", name, namespace), namespace, tc.MetricsCollectorConfig, throughputErrorMargin)
+				collectors = getTestDataCollectors(podInformer, fmt.Sprintf("%s/%s", name, namespace), namespace, tc.MetricsCollectorConfig, throughputErrorMargin)
 				for _, collector := range collectors {
 					// Need loop-local variable for function below.
 					collector := collector
+					collector.init()
 					collectorWG.Add(1)
 					go func() {
 						defer collectorWG.Done()
@@ -1299,16 +1300,17 @@ func createNamespaceIfNotPresent(tCtx ktesting.TContext, namespace string, podsP
 }
 
 type testDataCollector interface {
+	init()
 	run(tCtx ktesting.TContext)
 	collect() []DataItem
 }
 
-func getTestDataCollectors(tCtx ktesting.TContext, podInformer coreinformers.PodInformer, name, namespace string, mcc *metricsCollectorConfig, throughputErrorMargin float64) []testDataCollector {
+func getTestDataCollectors(podInformer coreinformers.PodInformer, name, namespace string, mcc *metricsCollectorConfig, throughputErrorMargin float64) []testDataCollector {
 	if mcc == nil {
 		mcc = &defaultMetricsCollectorConfig
 	}
 	return []testDataCollector{
-		newThroughputCollector(tCtx, podInformer, map[string]string{"Name": name}, []string{namespace}, throughputErrorMargin),
+		newThroughputCollector(podInformer, map[string]string{"Name": name}, []string{namespace}, throughputErrorMargin),
 		newMetricsCollector(mcc, map[string]string{"Name": name}),
 	}
 }
diff --git a/test/integration/scheduler_perf/util.go b/test/integration/scheduler_perf/util.go
index 49b5c6221a9..70563096953 100644
--- a/test/integration/scheduler_perf/util.go
+++ b/test/integration/scheduler_perf/util.go
@@ -266,22 +266,27 @@ func newMetricsCollector(config *metricsCollectorConfig, labels map[string]strin
 	}
 }
 
+func (mc *metricsCollector) init() {
+	// Reset the metrics so that the measurements do not interfere with those collected during the previous steps.
+	legacyregistry.Reset()
+}
+
 func (*metricsCollector) run(tCtx ktesting.TContext) {
 	// metricCollector doesn't need to start before the tests, so nothing to do here.
 }
 
-func (pc *metricsCollector) collect() []DataItem {
+func (mc *metricsCollector) collect() []DataItem {
 	var dataItems []DataItem
-	for metric, labelValsSlice := range pc.Metrics {
+	for metric, labelValsSlice := range mc.Metrics {
 		// no filter is specified, aggregate all the metrics within the same metricFamily.
 		if labelValsSlice == nil {
-			dataItem := collectHistogramVec(metric, pc.labels, nil)
+			dataItem := collectHistogramVec(metric, mc.labels, nil)
 			if dataItem != nil {
 				dataItems = append(dataItems, *dataItem)
 			}
 		} else {
 			for _, lvMap := range uniqueLVCombos(labelValsSlice) {
-				dataItem := collectHistogramVec(metric, pc.labels, lvMap)
+				dataItem := collectHistogramVec(metric, mc.labels, lvMap)
 				if dataItem != nil {
 					dataItems = append(dataItems, *dataItem)
 				}
@@ -370,7 +375,7 @@ type throughputCollector struct {
 	errorMargin           float64
 }
 
-func newThroughputCollector(tb ktesting.TB, podInformer coreinformers.PodInformer, labels map[string]string, namespaces []string, errorMargin float64) *throughputCollector {
+func newThroughputCollector(podInformer coreinformers.PodInformer, labels map[string]string, namespaces []string, errorMargin float64) *throughputCollector {
 	return &throughputCollector{
 		podInformer: podInformer,
 		labels:      labels,
@@ -379,6 +384,9 @@ func newThroughputCollector(tb ktesting.TB, podInformer coreinformers.PodInforme
 	}
 }
 
+func (tc *throughputCollector) init() {
+}
+
 func (tc *throughputCollector) run(tCtx ktesting.TContext) {
 	podsScheduled, _, err := getScheduledPods(tc.podInformer, tc.namespaces...)
 	if err != nil {