diff --git a/pkg/controllers/cronfederatedhpa/cronfederatedhpa_controller.go b/pkg/controllers/cronfederatedhpa/cronfederatedhpa_controller.go
index 3b159cf7f3ba..981e23e87381 100755
--- a/pkg/controllers/cronfederatedhpa/cronfederatedhpa_controller.go
+++ b/pkg/controllers/cronfederatedhpa/cronfederatedhpa_controller.go
@@ -15,6 +15,7 @@ package cronfederatedhpa
 
 import (
 	"context"
+	"time"
 
 	corev1 "k8s.io/api/core/v1"
 	"k8s.io/apimachinery/pkg/api/equality"
@@ -28,6 +29,7 @@ import (
 	"sigs.k8s.io/controller-runtime/pkg/controller"
 
 	autoscalingv1alpha1 "github.com/karmada-io/karmada/pkg/apis/autoscaling/v1alpha1"
+	"github.com/karmada-io/karmada/pkg/metrics"
 	"github.com/karmada-io/karmada/pkg/sharedcli/ratelimiterflag"
 	"github.com/karmada-io/karmada/pkg/util/helper"
 )
@@ -70,6 +72,9 @@ func (c *CronFHPAController) Reconcile(ctx context.Context, req controllerruntim
 		return controllerruntime.Result{}, nil
 	}
 
+	var err error
+	defer metrics.ObserveProcessCronFederatedHPALatency(err, time.Now())
+
 	origRuleSets := sets.New[string]()
 	for _, history := range cronFHPA.Status.ExecutionHistories {
 		origRuleSets.Insert(history.RuleName)
@@ -84,7 +89,7 @@ func (c *CronFHPAController) Reconcile(ctx context.Context, req controllerruntim
 
 	newRuleSets := sets.New[string]()
 	for _, rule := range cronFHPA.Spec.Rules {
-		if err := c.processCronRule(cronFHPA, rule); err != nil {
+		if err = c.processCronRule(cronFHPA, rule); err != nil {
 			return controllerruntime.Result{Requeue: true}, err
 		}
 		newRuleSets.Insert(rule.Name)
@@ -96,7 +101,7 @@ func (c *CronFHPAController) Reconcile(ctx context.Context, req controllerruntim
 			continue
 		}
 		c.CronHandler.StopRuleExecutor(req.NamespacedName.String(), name)
-		if err := c.removeCronFHPAHistory(cronFHPA, name); err != nil {
+		if err = c.removeCronFHPAHistory(cronFHPA, name); err != nil {
 			return controllerruntime.Result{Requeue: true}, err
 		}
 	}
diff --git a/pkg/controllers/cronfederatedhpa/cronfederatedhpa_job.go b/pkg/controllers/cronfederatedhpa/cronfederatedhpa_job.go
index ff302ce26c5d..4132459b9295 100755
--- a/pkg/controllers/cronfederatedhpa/cronfederatedhpa_job.go
+++ b/pkg/controllers/cronfederatedhpa/cronfederatedhpa_job.go
@@ -34,6 +34,7 @@ import (
 	"sigs.k8s.io/controller-runtime/pkg/client"
 
 	autoscalingv1alpha1 "github.com/karmada-io/karmada/pkg/apis/autoscaling/v1alpha1"
+	"github.com/karmada-io/karmada/pkg/metrics"
 	"github.com/karmada-io/karmada/pkg/util"
 	"github.com/karmada-io/karmada/pkg/util/helper"
 )
@@ -86,7 +87,9 @@ func RunCronFederatedHPARule(c *CronFederatedHPAJob) {
 	}
 
 	var scaleErr error
+	start := time.Now()
 	defer func() {
+		metrics.ObserveProcessCronFederatedHPARuleLatency(scaleErr, start)
 		if scaleErr != nil {
 			c.eventRecorder.Event(cronFHPA, corev1.EventTypeWarning, "ScaleFailed", scaleErr.Error())
 			err = c.addFailedExecutionHistory(cronFHPA, scaleErr.Error())
diff --git a/pkg/metrics/resource.go b/pkg/metrics/resource.go
index c649bfa3d976..2ff643d98bad 100644
--- a/pkg/metrics/resource.go
+++ b/pkg/metrics/resource.go
@@ -9,12 +9,14 @@ import (
 )
 
 const (
-	resourceMatchPolicyDurationMetricsName = "resource_match_policy_duration_seconds"
-	resourceApplyPolicyDurationMetricsName = "resource_apply_policy_duration_seconds"
-	policyApplyAttemptsMetricsName         = "policy_apply_attempts_total"
-	syncWorkDurationMetricsName            = "binding_sync_work_duration_seconds"
-	syncWorkloadDurationMetricsName        = "work_sync_workload_duration_seconds"
-	policyPreemptionMetricsName            = "policy_preemption_total"
+	resourceMatchPolicyDurationMetricsName  = "resource_match_policy_duration_seconds"
+	resourceApplyPolicyDurationMetricsName  = "resource_apply_policy_duration_seconds"
+	policyApplyAttemptsMetricsName          = "policy_apply_attempts_total"
+	syncWorkDurationMetricsName             = "binding_sync_work_duration_seconds"
+	syncWorkloadDurationMetricsName         = "work_sync_workload_duration_seconds"
+	policyPreemptionMetricsName             = "policy_preemption_total"
+	cronFederatedHPADurationMetricsName     = "cron_federated_hpa_process_duration_seconds"
+	cronFederatedHPARuleDurationMetricsName = "cron_federated_hpa_rule_process_duration_seconds"
 )
 
 var (
@@ -51,6 +53,18 @@ var (
 		Name: policyPreemptionMetricsName,
 		Help: "Number of preemption for the resource template. By the result, 'error' means a resource template failed to be preempted by other propagation policies. Otherwise 'success'.",
 	}, []string{"result"})
+
+	cronFederatedHPADurationHistogram = prometheus.NewHistogramVec(prometheus.HistogramOpts{
+		Name:    cronFederatedHPADurationMetricsName,
+		Help:    "Duration in seconds to process a cron federated HPA. By the result, 'error' means a cron federated HPA failed to be processed. Otherwise 'success'.",
+		Buckets: prometheus.ExponentialBuckets(0.001, 2, 12),
+	}, []string{"result"})
+
+	cronFederatedHPARuleDurationHistogram = prometheus.NewHistogramVec(prometheus.HistogramOpts{
+		Name:    cronFederatedHPARuleDurationMetricsName,
+		Help:    "Duration in seconds to process a cron federated HPA rule. By the result, 'error' means a cron federated HPA rule failed to be processed. Otherwise 'success'.",
+		Buckets: prometheus.ExponentialBuckets(0.001, 2, 12),
+	}, []string{"result"})
 )
 
 // ObserveFindMatchedPolicyLatency records the duration for the resource finding a matched policy.
@@ -79,6 +93,16 @@ func CountPolicyPreemption(err error) {
 	policyPreemptionCounter.WithLabelValues(utilmetrics.GetResultByError(err)).Inc()
 }
 
+// ObserveProcessCronFederatedHPALatency records the duration to process a cron federated HPA.
+func ObserveProcessCronFederatedHPALatency(err error, start time.Time) {
+	cronFederatedHPADurationHistogram.WithLabelValues(utilmetrics.GetResultByError(err)).Observe(utilmetrics.DurationInSeconds(start))
+}
+
+// ObserveProcessCronFederatedHPARuleLatency records the duration to process a cron federated HPA rule.
+func ObserveProcessCronFederatedHPARuleLatency(err error, start time.Time) {
+	cronFederatedHPARuleDurationHistogram.WithLabelValues(utilmetrics.GetResultByError(err)).Observe(utilmetrics.DurationInSeconds(start))
+}
+
 // ResourceCollectors returns the collectors about resources.
 func ResourceCollectors() []prometheus.Collector {
 	return []prometheus.Collector{