diff --git a/pkg/ext-proc/backend/vllm/metrics.go b/pkg/ext-proc/backend/vllm/metrics.go
index 4785e484..3032ae4d 100644
--- a/pkg/ext-proc/backend/vllm/metrics.go
+++ b/pkg/ext-proc/backend/vllm/metrics.go
@@ -45,7 +45,7 @@ func (p *PodMetricsClientImpl) FetchMetrics(
 
 	// Currently the metrics endpoint is hard-coded, which works with vLLM.
 	// TODO(https://github.com/kubernetes-sigs/gateway-api-inference-extension/issues/16): Consume this from InferencePool config.
-	url := fmt.Sprintf("http://%s/metrics", existing.Address)
+	url := existing.BuildScrapeEndpoint()
 	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
 	if err != nil {
 		loggerDefault.Error(err, "Failed create HTTP request", "method", http.MethodGet, "url", url)
diff --git a/pkg/ext-proc/controller/pod_reconciler_test.go b/pkg/ext-proc/controller/pod_reconciler_test.go
index b146745a..a8d515c6 100644
--- a/pkg/ext-proc/controller/pod_reconciler_test.go
+++ b/pkg/ext-proc/controller/pod_reconciler_test.go
@@ -20,10 +20,10 @@ import (
 )
 
 var (
-	basePod1  = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod1"}, Address: "address-1"}}
-	basePod2  = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod2"}, Address: "address-2"}}
-	basePod3  = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod3"}, Address: "address-3"}}
-	basePod11 = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod1"}, Address: "address-11"}}
+	basePod1  = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod1"}, Address: "address-1", ScrapePath: "/metrics", ScrapePort: 8000}}
+	basePod2  = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod2"}, Address: "address-2", ScrapePath: "/metrics", ScrapePort: 8000}}
+	basePod3  = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod3"}, Address: "address-3", ScrapePath: "/metrics", ScrapePort: 8000}}
+	basePod11 = &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: types.NamespacedName{Name: "pod1"}, Address: "address-11", ScrapePath: "/metrics", ScrapePort: 8000}}
 )
 
 func TestUpdateDatastore_PodReconciler(t *testing.T) {
@@ -262,7 +262,7 @@ func TestUpdateDatastore_PodReconciler(t *testing.T) {
 func populateMap(pods ...*datastore.PodMetrics) *sync.Map {
 	newMap := &sync.Map{}
 	for _, pod := range pods {
-		newMap.Store(pod.NamespacedName, &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: pod.NamespacedName, Address: pod.Address}})
+		newMap.Store(pod.NamespacedName, &datastore.PodMetrics{Pod: datastore.Pod{NamespacedName: pod.NamespacedName, Address: pod.Address, ScrapePort: pod.ScrapePort, ScrapePath: pod.ScrapePath}})
 	}
 	return newMap
 }
diff --git a/pkg/ext-proc/datastore/datastore.go b/pkg/ext-proc/datastore/datastore.go
index f85f9014..224239b7 100644
--- a/pkg/ext-proc/datastore/datastore.go
+++ b/pkg/ext-proc/datastore/datastore.go
@@ -166,13 +166,16 @@ func (ds *datastore) PodDelete(namespacedName types.NamespacedName) {
 }
 
 func (ds *datastore) PodUpdateOrAddIfNotExist(pod *corev1.Pod) bool {
+	pool, _ := ds.PoolGet()
 	new := &PodMetrics{
 		Pod: Pod{
 			NamespacedName: types.NamespacedName{
 				Name:      pod.Name,
 				Namespace: pod.Namespace,
 			},
-			Address: pod.Status.PodIP,
+			Address:    pod.Status.PodIP,
+			ScrapePath: "/metrics",
+			ScrapePort: pool.Spec.TargetPortNumber,
 		},
 		Metrics: Metrics{
 			ActiveModels: make(map[string]int),
diff --git a/pkg/ext-proc/datastore/types.go b/pkg/ext-proc/datastore/types.go
index 221c6630..845f8d1a 100644
--- a/pkg/ext-proc/datastore/types.go
+++ b/pkg/ext-proc/datastore/types.go
@@ -10,6 +10,10 @@ import (
 type Pod struct {
 	NamespacedName types.NamespacedName
 	Address        string
+
+	// metrics scrape options
+	ScrapePort int32
+	ScrapePath string
 }
 
 type Metrics struct {
@@ -41,6 +45,8 @@ func (pm *PodMetrics) Clone() *PodMetrics {
 		Pod: Pod{
 			NamespacedName: pm.NamespacedName,
 			Address:        pm.Address,
+			ScrapePort:     pm.ScrapePort,
+			ScrapePath:     pm.ScrapePath,
 		},
 		Metrics: Metrics{
 			ActiveModels:            cm,
@@ -52,3 +58,7 @@ func (pm *PodMetrics) Clone() *PodMetrics {
 	}
 	return clone
 }
+
+func (pm *PodMetrics) BuildScrapeEndpoint() string {
+	return fmt.Sprintf("http://%s:%d%s", pm.Address, pm.ScrapePort, pm.ScrapePath)
+}