diff --git a/pkg/controller/core/workload_controller.go b/pkg/controller/core/workload_controller.go
index d1faa3a2d4e..85413f2fd77 100644
--- a/pkg/controller/core/workload_controller.go
+++ b/pkg/controller/core/workload_controller.go
@@ -252,6 +252,7 @@ func (r *WorkloadReconciler) Reconcile(ctx context.Context, req ctrl.Request) (c
 
 	finishedCond := apimeta.FindStatusCondition(wl.Status.Conditions, kueue.WorkloadFinished)
 	if finishedCond != nil && finishedCond.Status == metav1.ConditionTrue {
+		metrics.ClearWorkloadPreemptionMetrics(wl.Namespace, wl.Name)
 		if r.workloadRetention == nil || r.workloadRetention.afterFinished == nil {
 			return ctrl.Result{}, nil
 		}
@@ -1137,6 +1138,7 @@ func (r *WorkloadReconciler) Delete(e event.TypedDeleteEvent[*kueue.Workload]) b
 	// Even if the state is unknown, the last cached state tells us whether the
 	// workload was in the queues and should be cleared from them.
 	r.queues.DeleteAndForgetWorkload(log, wlKey)
+	metrics.ClearWorkloadPreemptionMetrics(e.Object.Namespace, e.Object.Name)
 	return true
 }
 
diff --git a/pkg/metrics/metrics.go b/pkg/metrics/metrics.go
index 31eca295f31..24c154ecd7e 100644
--- a/pkg/metrics/metrics.go
+++ b/pkg/metrics/metrics.go
@@ -188,6 +188,10 @@ var (
 	// +metricsdoc:labels=preempting_cluster_queue="the ClusterQueue executing preemption",reason="eviction or preemption reason",replica_role="one of `leader`, `follower`, or `standalone`"
 	PreemptedWorkloadsTotal *prometheus.CounterVec
 
+	// +metricsdoc:group=workload
+	// +metricsdoc:labels=namespace="the namespace of the preempted workload",workload="the name of the preempted workload",cluster_queue="the ClusterQueue of the preempted workload",reason="eviction or preemption reason"
+	WorkloadPreemptionsCount *prometheus.GaugeVec
+
 	// +metricsdoc:group=clusterqueue
 	// +metricsdoc:labels=cluster_queue="the evicted workload's ClusterQueue from status.admission on the workload before quota was released (only present when the metric records a sample)",reason="eviction or preemption reason (same values as evicted_workloads_total)",replica_role="one of `leader`, `follower`, or `standalone`"
 	WorkloadEvictionLatencySeconds *prometheus.HistogramVec
@@ -651,6 +655,21 @@ The label 'reason' can have the following values:
 		}, append([]string{"preempting_cluster_queue", "reason", "replica_role"}, extraLabels...),
 	)
 
+	WorkloadPreemptionsCount = prometheus.NewGaugeVec(
+		prometheus.GaugeOpts{
+			Subsystem: constants.KueueName,
+			Name:      "workload_preemptions",
+			Help: `The cumulative number of times each workload has been preempted.
+The label 'reason' can have the following values:
+- "InClusterQueue" means that the workload was preempted by a workload in the same ClusterQueue.
+- "InCohortReclamation" means that the workload was preempted by a workload in the same cohort due to reclamation of nominal quota.
+- "InCohortFairSharing" means that the workload was preempted by a workload in the same cohort Fair Sharing.
+- "InCohortReclaimWhileBorrowing" means that the workload was preempted by a workload in the same cohort due to reclamation of nominal quota while borrowing.
+Uses a Gauge (rather than a Counter) so that the time series can be deleted when the workload finishes or is removed, keeping cardinality bounded.
+This gauge is deleted when the workload is completed or deleted.`,
+		}, []string{"namespace", "workload", "cluster_queue", "reason"},
+	)
+
 	WorkloadEvictionLatencySeconds = prometheus.NewHistogramVec(
 		prometheus.HistogramOpts{
 			Subsystem: constants.KueueName,
@@ -1008,9 +1027,21 @@ func ReportEvictedWorkloadsOnce(cqName kueue.ClusterQueueReference, reason, unde
 	EvictedWorkloadsOnceTotal.WithLabelValues(labels...).Inc()
 }
 
-func ReportPreemption(preemptingCqName kueue.ClusterQueueReference, preemptingReason string, targetCqName kueue.ClusterQueueReference, customLabelValues []string, tracker *roletracker.RoleTracker) {
+func ReportPreemption(
+	preemptingCqName kueue.ClusterQueueReference,
+	preemptingReason string,
+	targetCqName kueue.ClusterQueueReference,
+	targetNamespace, targetWorkloadName string,
+	customLabelValues []string,
+	tracker *roletracker.RoleTracker,
+) {
 	labels := append([]string{string(preemptingCqName), preemptingReason, roletracker.GetRole(tracker)}, customLabelValues...)
 	PreemptedWorkloadsTotal.WithLabelValues(labels...).Inc()
+	WorkloadPreemptionsCount.WithLabelValues(targetNamespace, targetWorkloadName, string(targetCqName), preemptingReason).Inc()
+}
+
+func ClearWorkloadPreemptionMetrics(namespace, workloadName string) {
+	WorkloadPreemptionsCount.DeletePartialMatch(prometheus.Labels{"namespace": namespace, "workload": workloadName})
 }
 
 func LQRefFromWorkload(wl *kueue.Workload) LocalQueueReference {
@@ -1321,6 +1352,7 @@ func Register() {
 		EvictedWorkloadsTotal,
 		EvictedWorkloadsOnceTotal,
 		PreemptedWorkloadsTotal,
+		WorkloadPreemptionsCount,
 		WorkloadEvictionLatencySeconds,
 		ReservingActiveWorkloads,
 		AdmittedActiveWorkloads,
diff --git a/pkg/metrics/metrics_test.go b/pkg/metrics/metrics_test.go
index 64ec30ed337..cfeb8da35f0 100644
--- a/pkg/metrics/metrics_test.go
+++ b/pkg/metrics/metrics_test.go
@@ -195,10 +195,10 @@ func TestReportAndCleanupClusterQueueEvictedNumber(t *testing.T) {
 }
 
 func TestReportAndCleanupClusterQueuePreemptedNumber(t *testing.T) {
-	ReportPreemption("cluster_queue1", "InClusterQueue", "cluster_queue1", nil, nil)
-	ReportPreemption("cluster_queue1", "InCohortReclamation", "cluster_queue1", nil, nil)
-	ReportPreemption("cluster_queue1", "InCohortFairSharing", "cluster_queue1", nil, nil)
-	ReportPreemption("cluster_queue1", "InCohortReclaimWhileBorrowing", "cluster_queue1", nil, nil)
+	ReportPreemption("cluster_queue1", "InClusterQueue", "cluster_queue1", "ns1", "wl1", nil, nil)
+	ReportPreemption("cluster_queue1", "InCohortReclamation", "cluster_queue1", "ns1", "wl2", nil, nil)
+	ReportPreemption("cluster_queue1", "InCohortFairSharing", "cluster_queue1", "ns1", "wl3", nil, nil)
+	ReportPreemption("cluster_queue1", "InCohortReclaimWhileBorrowing", "cluster_queue1", "ns1", "wl4", nil, nil)
 
 	expectFilteredMetricsCount(t, PreemptedWorkloadsTotal, 4, "preempting_cluster_queue", "cluster_queue1")
 	expectFilteredMetricsCount(t, PreemptedWorkloadsTotal, 1, "preempting_cluster_queue", "cluster_queue1", "reason", "InClusterQueue")
@@ -206,10 +206,42 @@ func TestReportAndCleanupClusterQueuePreemptedNumber(t *testing.T) {
 	expectFilteredMetricsCount(t, PreemptedWorkloadsTotal, 1, "preempting_cluster_queue", "cluster_queue1", "reason", "InCohortReclamation")
 	expectFilteredMetricsCount(t, PreemptedWorkloadsTotal, 1, "preempting_cluster_queue", "cluster_queue1", "reason", "InCohortReclaimWhileBorrowing")
 
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 4, "namespace", "ns1", "cluster_queue", "cluster_queue1")
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 1, "namespace", "ns1", "workload", "wl1", "reason", "InClusterQueue")
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 1, "namespace", "ns1", "workload", "wl2", "reason", "InCohortReclamation")
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 1, "namespace", "ns1", "workload", "wl3", "reason", "InCohortFairSharing")
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 1, "namespace", "ns1", "workload", "wl4", "reason", "InCohortReclaimWhileBorrowing")
+
+	ClearWorkloadPreemptionMetrics("ns1", "wl1")
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 0, "namespace", "ns1", "workload", "wl1")
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 3, "namespace", "ns1", "cluster_queue", "cluster_queue1")
+
 	ClearClusterQueueMetrics("cluster_queue1")
 	expectFilteredMetricsCount(t, PreemptedWorkloadsTotal, 0, "preempting_cluster_queue", "cluster_queue1")
 }
 
+func TestWorkloadPreemptionsCountAccumulates(t *testing.T) {
+	// Preempt the same workload three times; the gauge value must accumulate.
+	ReportPreemption("cq1", "InClusterQueue", "cq1", "ns-acc", "wl-acc", nil, nil)
+	ReportPreemption("cq1", "InClusterQueue", "cq1", "ns-acc", "wl-acc", nil, nil)
+	ReportPreemption("cq1", "InClusterQueue", "cq1", "ns-acc", "wl-acc", nil, nil)
+
+	// One series, value == 3.
+	pts := metrics.CollectFilteredGaugeVec(WorkloadPreemptionsCount, prometheus.Labels{
+		"namespace": "ns-acc", "workload": "wl-acc", "reason": "InClusterQueue",
+	})
+	if len(pts) != 1 {
+		t.Fatalf("expected 1 data point, got %d", len(pts))
+	}
+	if pts[0].Value != 3 {
+		t.Errorf("expected gauge value 3 after 3 preemptions, got %v", pts[0].Value)
+	}
+
+	ClearWorkloadPreemptionMetrics("ns-acc", "wl-acc")
+	expectFilteredMetricsCount(t, WorkloadPreemptionsCount, 0, "namespace", "ns-acc", "workload", "wl-acc")
+	ClearClusterQueueMetrics("cq1")
+}
+
 func TestReportAndCleanupLocalQueueEvictedNumber(t *testing.T) {
 	lq := LocalQueueReference{Name: kueue.LocalQueueName("lq1"), Namespace: "ns1"}
 	ReportLocalQueueEvictedWorkloads(lq, "Preempted", "", "", nil, nil)
@@ -268,7 +300,7 @@ func TestMetricsWithReplicaRoleLabel(t *testing.T) {
 	ReportEvictedWorkloads("cq_standalone", "Preempted", "", "", nil, nil)
 	expectFilteredMetricsCount(t, EvictedWorkloadsTotal, 1, "cluster_queue", "cq_standalone", "replica_role", "standalone")
 
-	ReportPreemption("cq_standalone", "InClusterQueue", "cq_standalone", nil, nil)
+	ReportPreemption("cq_standalone", "InClusterQueue", "cq_standalone", "ns", "wl-standalone", nil, nil)
 	expectFilteredMetricsCount(t, PreemptedWorkloadsTotal, 1, "preempting_cluster_queue", "cq_standalone", "replica_role", "standalone")
 
 	lq := LocalQueueReference{Name: "lq_standalone", Namespace: "ns"}
diff --git a/pkg/scheduler/preemption/preemption.go b/pkg/scheduler/preemption/preemption.go
index a12a32dfc90..1b511e7d9bf 100644
--- a/pkg/scheduler/preemption/preemption.go
+++ b/pkg/scheduler/preemption/preemption.go
@@ -250,7 +250,15 @@ func (p *Preemptor) IssuePreemptions(
 			"Preempted workload %s (UID: %s) in ClusterQueue %s; preemptor effective priority: %d (base: %d, boost: %d); preemptee effective priority: %d (base: %d, boost: %d)",
 			klog.KObj(target.WorkloadInfo.Obj), target.WorkloadInfo.Obj.UID, target.WorkloadInfo.ClusterQueue,
 			preemptorEffPri, preemptorBase, preemptorBoost, targetEffPri, targetBase, targetBoost)
-		workload.ReportPreemption(preemptor.ClusterQueue, target.Reason, target.WorkloadInfo.ClusterQueue, p.roleTracker, p.customLabels)
+		workload.ReportPreemption(
+			preemptor.ClusterQueue,
+			target.Reason,
+			target.WorkloadInfo.ClusterQueue,
+			target.WorkloadInfo.Obj.Namespace,
+			target.WorkloadInfo.Obj.Name,
+			p.roleTracker,
+			p.customLabels,
+		)
 		successfullyPreempted.Add(1)
 	})
 	return int(successfullyPreempted.Load()), int(preemptionErrors.Load()), errCh.ReceiveError()
diff --git a/pkg/workload/workload.go b/pkg/workload/workload.go
index 018ba74162e..56340bc6cd2 100644
--- a/pkg/workload/workload.go
+++ b/pkg/workload/workload.go
@@ -1812,8 +1812,15 @@ func reportEvictedWorkload(recorder events.EventRecorder, wl *kueue.Workload, cq
 	recorder.Eventf(wl, nil, corev1.EventTypeNormal, eventReason, eventReason, message)
 }
 
-func ReportPreemption(preemptingCqName kueue.ClusterQueueReference, preemptingReason string, targetCqName kueue.ClusterQueueReference, tracker *roletracker.RoleTracker, cl *metrics.CustomLabels) {
-	metrics.ReportPreemption(preemptingCqName, preemptingReason, targetCqName, cl.CQGet(preemptingCqName), tracker)
+func ReportPreemption(
+	preemptingCqName kueue.ClusterQueueReference,
+	preemptingReason string,
+	targetCqName kueue.ClusterQueueReference,
+	targetNamespace, targetWorkloadName string,
+	tracker *roletracker.RoleTracker,
+	cl *metrics.CustomLabels,
+) {
+	metrics.ReportPreemption(preemptingCqName, preemptingReason, targetCqName, targetNamespace, targetWorkloadName, cl.CQGet(preemptingCqName), tracker)
 }
 
 func References(wls []*Info) []klog.ObjectRef {
diff --git a/site/content/en/docs/reference/metrics.md b/site/content/en/docs/reference/metrics.md
index bfa465ef377..dda8522f8fe 100644
--- a/site/content/en/docs/reference/metrics.md
+++ b/site/content/en/docs/reference/metrics.md
@@ -80,6 +80,16 @@ The following metrics are available only if `LocalQueueMetrics` feature gate is
 | `kueue_local_queue_status` | Gauge | Reports 'localQueue' with its 'active' status (with possible values 'True', 'False', or 'Unknown').<br>For a LocalQueue, the metric only reports a value of 1 for one of the statuses. | `name`: the name of the LocalQueue<br> `namespace`: the namespace of the LocalQueue<br> `active`: one of `True`, `False`, or `Unknown`<br> `replica_role`: one of `leader`, `follower`, or `standalone` |
 <!-- END GENERATED TABLE: localqueue -->
 
+## Workload Status
+
+Use the following metrics to monitor individual workload preemption activity:
+
+<!-- BEGIN GENERATED TABLE: workload -->
+| Metric name | Type | Description | Labels |
+| --- | --- | --- | --- |
+| `kueue_workload_preemptions` | Gauge | The cumulative number of times each workload has been preempted.<br>The label 'reason' can have the following values:<br>- "InClusterQueue" means that the workload was preempted by a workload in the same ClusterQueue.<br>- "InCohortReclamation" means that the workload was preempted by a workload in the same cohort due to reclamation of nominal quota.<br>- "InCohortFairSharing" means that the workload was preempted by a workload in the same cohort Fair Sharing.<br>- "InCohortReclaimWhileBorrowing" means that the workload was preempted by a workload in the same cohort due to reclamation of nominal quota while borrowing.<br>Uses a Gauge (rather than a Counter) so that the time series can be deleted when the workload finishes or is removed, keeping cardinality bounded.<br>This gauge is deleted when the workload is completed or deleted. | `namespace`: the namespace of the preempted workload<br> `workload`: the name of the preempted workload<br> `cluster_queue`: the ClusterQueue of the preempted workload<br> `reason`: eviction or preemption reason |
+<!-- END GENERATED TABLE: workload -->
+
 ## Cohort Status
 
 <!-- BEGIN GENERATED TABLE: cohort -->
diff --git a/site/content/zh-CN/docs/reference/metrics.md b/site/content/zh-CN/docs/reference/metrics.md
index 9a68be16c2f..0dbef9f818e 100644
--- a/site/content/zh-CN/docs/reference/metrics.md
+++ b/site/content/zh-CN/docs/reference/metrics.md
@@ -78,6 +78,16 @@ Kueue 暴露了 [prometheus](https://prometheus.io) 指标来监控系统的健
 | `kueue_local_queue_status` | 仪表盘 | 报告 'localQueue' 的 'active' 状态（可能的值为 'True'、'False' 或 'Unknown'）。<br>对于 LocalQueue，指标仅报告其中一个状态的值为 1 | `name`: LocalQueue 的名称<br> `namespace`: LocalQueue 的命名空间<br> `active`: `True`、`False` 或 `Unknown` 其中之一<br> `replica_role`: `leader`、`follower` 或 `standalone` 其中之一 |
 <!-- END GENERATED TABLE: localqueue -->
 
+## 工作负载状态
+
+使用以下指标监控各工作负载的抢占活动：
+
+<!-- BEGIN GENERATED TABLE: workload -->
+| 指标名称 | 类型 | 描述 | 标签 |
+| --- | --- | --- | --- |
+| `kueue_workload_preemptions` | 仪表盘 | 每个工作负载被抢占的累计次数。<br>`reason` 标签可取以下值：<br>- "InClusterQueue" 表示工作负载被同一 ClusterQueue 中的工作负载抢占。<br>- "InCohortReclamation" 表示工作负载被同一 cohort 中的工作负载抢占（名义配额回收）。<br>- "InCohortFairSharing" 表示工作负载被同一 cohort 中的工作负载抢占（公平共享）。<br>- "InCohortReclaimWhileBorrowing" 表示工作负载被同一 cohort 中的工作负载抢占（借用时回收名义配额）。<br>当工作负载完成或被删除时，此仪表盘条目将被删除。 | `namespace`: 被抢占工作负载的命名空间<br> `workload`: 被抢占工作负载的名称<br> `cluster_queue`: 被抢占工作负载所属的 ClusterQueue<br> `reason`: 驱逐或抢占原因 |
+<!-- END GENERATED TABLE: workload -->
+
 ## Cohort 状态
 
 <!-- BEGIN GENERATED TABLE: cohort -->
diff --git a/test/e2e/singlecluster/baseline/metrics_test.go b/test/e2e/singlecluster/baseline/metrics_test.go
index 36f26a57ded..23a11c4c94b 100644
--- a/test/e2e/singlecluster/baseline/metrics_test.go
+++ b/test/e2e/singlecluster/baseline/metrics_test.go
@@ -531,6 +531,7 @@ var _ = ginkgo.Describe("Metrics", ginkgo.Label("area:singlecluster", "feature:m
 				{"kueue_evicted_workloads_total"},
 				{"kueue_evicted_workloads_once_total"},
 				{"kueue_preempted_workloads_total"},
+				{"kueue_workload_preemptions", ns.Name},
 
 				{"kueue_local_queue_evicted_workloads_total", ns.Name, localQueue2.Name},
 				{"kueue_local_queue_resource_reservation", ns.Name, localQueue1.Name},