diff --git a/staging/src/k8s.io/legacy-cloud-providers/gce/gce_instances.go b/staging/src/k8s.io/legacy-cloud-providers/gce/gce_instances.go
index 48ea14f5bb0..7cf3282307f 100644
--- a/staging/src/k8s.io/legacy-cloud-providers/gce/gce_instances.go
+++ b/staging/src/k8s.io/legacy-cloud-providers/gce/gce_instances.go
@@ -42,7 +42,10 @@ import (
 )
 
 const (
-	defaultZone = ""
+	defaultZone                   = ""
+	networkInterfaceIP            = "instance/network-interfaces/%s/ip"
+	networkInterfaceAccessConfigs = "instance/network-interfaces/%s/access-configs"
+	networkInterfaceExternalIP    = "instance/network-interfaces/%s/access-configs/%s/external-ip"
 )
 
 func newInstancesMetricContext(request, zone string) *metricContext {
@@ -93,28 +96,60 @@ func (g *Cloud) NodeAddresses(ctx context.Context, nodeName types.NodeName) ([]v
 		// Use metadata server if possible
 		if g.isCurrentInstance(instanceName) {
 
-			internalIP, err := metadata.Get("instance/network-interfaces/0/ip")
+			nics, err := metadata.Get("instance/network-interfaces/")
 			if err != nil {
-				return nil, fmt.Errorf("couldn't get internal IP: %v", err)
-			}
-			externalIP, err := metadata.Get("instance/network-interfaces/0/access-configs/0/external-ip")
-			if err != nil {
-				return nil, fmt.Errorf("couldn't get external IP: %v", err)
-			}
-			addresses := []v1.NodeAddress{
-				{Type: v1.NodeInternalIP, Address: internalIP},
-				{Type: v1.NodeExternalIP, Address: externalIP},
+				return nil, fmt.Errorf("couldn't get network interfaces: %v", err)
 			}
 
-			if internalDNSFull, err := metadata.Get("instance/hostname"); err != nil {
+			nicsArr := strings.Split(nics, "/\n")
+			nodeAddresses := []v1.NodeAddress{}
+
+			for _, nic := range nicsArr {
+
+				if nic == "" {
+					continue
+				}
+
+				internalIP, err := metadata.Get(fmt.Sprintf(networkInterfaceIP, nic))
+				if err != nil {
+					return nil, fmt.Errorf("couldn't get internal IP: %v", err)
+				}
+				nodeAddresses = append(nodeAddresses, v1.NodeAddress{Type: v1.NodeInternalIP, Address: internalIP})
+
+				acs, err := metadata.Get(fmt.Sprintf(networkInterfaceAccessConfigs, nic))
+				if err != nil {
+					return nil, fmt.Errorf("couldn't get access configs: %v", err)
+				}
+
+				acsArr := strings.Split(acs, "/\n")
+
+				for _, ac := range acsArr {
+
+					if ac == "" {
+						continue
+					}
+
+					externalIP, err := metadata.Get(fmt.Sprintf(networkInterfaceExternalIP, nic, ac))
+					if err != nil {
+						return nil, fmt.Errorf("couldn't get external IP: %v", err)
+					}
+
+					if externalIP != "" {
+						nodeAddresses = append(nodeAddresses, v1.NodeAddress{Type: v1.NodeExternalIP, Address: externalIP})
+					}
+				}
+			}
+
+			internalDNSFull, err := metadata.Get("instance/hostname")
+			if err != nil {
 				klog.Warningf("couldn't get full internal DNS name: %v", err)
 			} else {
-				addresses = append(addresses,
+				nodeAddresses = append(nodeAddresses,
 					v1.NodeAddress{Type: v1.NodeInternalDNS, Address: internalDNSFull},
 					v1.NodeAddress{Type: v1.NodeHostName, Address: internalDNSFull},
 				)
 			}
-			return addresses, nil
+			return nodeAddresses, nil
 		}
 	}
 
@@ -209,12 +244,15 @@ func nodeAddressesFromInstance(instance *compute.Instance) ([]v1.NodeAddress, er
 	if len(instance.NetworkInterfaces) < 1 {
 		return nil, fmt.Errorf("could not find network interfaces for instanceID %q", instance.Id)
 	}
-	networkInterface := instance.NetworkInterfaces[0]
+	nodeAddresses := []v1.NodeAddress{}
 
-	nodeAddresses := []v1.NodeAddress{{Type: v1.NodeInternalIP, Address: networkInterface.NetworkIP}}
-	for _, config := range networkInterface.AccessConfigs {
-		nodeAddresses = append(nodeAddresses, v1.NodeAddress{Type: v1.NodeExternalIP, Address: config.NatIP})
+	for _, nic := range instance.NetworkInterfaces {
+		nodeAddresses = append(nodeAddresses, v1.NodeAddress{Type: v1.NodeInternalIP, Address: nic.NetworkIP})
+		for _, config := range nic.AccessConfigs {
+			nodeAddresses = append(nodeAddresses, v1.NodeAddress{Type: v1.NodeExternalIP, Address: config.NatIP})
+		}
 	}
+
 	return nodeAddresses, nil
 }