diff --git a/.github/workflows/skywalking.yaml b/.github/workflows/skywalking.yaml
index fe95530c6c..d841f11673 100644
--- a/.github/workflows/skywalking.yaml
+++ b/.github/workflows/skywalking.yaml
@@ -181,7 +181,7 @@ jobs:
             -Dcheckstyle.skip
       - name: Verify builds are reproducible
         run: ./mvnw -Dmaven.test.skip clean verify artifact:compare -Pall
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         name: Upload distribution tar
         with:
           name: dist
@@ -202,7 +202,7 @@ jobs:
       - uses: actions/checkout@v3
         with:
           submodules: true
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         name: Download distribution tar
         with:
           name: dist
@@ -220,7 +220,7 @@ jobs:
           docker save -o docker-images-skywalking-oap.tar skywalking/oap:latest
           docker save -o docker-images-skywalking-ui.tar skywalking/ui:latest
       - name: Upload docker images
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: docker-images-${{ matrix.java-version }}
           path: docker-images-skywalking-*.tar
@@ -694,7 +694,7 @@ jobs:
       - uses: actions/checkout@v3
         with:
           submodules: true
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         name: Download docker images
         with:
           name: docker-images-11
@@ -733,7 +733,7 @@ jobs:
           df -h
           du -sh .
           docker images
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v4
         if: ${{ failure() }}
         name: Upload Logs
         with:
@@ -766,7 +766,7 @@ jobs:
       - uses: actions/checkout@v3
         with:
           submodules: true
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         name: Download docker images
         with:
           name: docker-images-11
@@ -794,7 +794,7 @@ jobs:
           df -h
           du -sh .
           docker images
-      - uses: actions/upload-artifact@v2
+      - uses: actions/upload-artifact@v4
         if: ${{ failure() }}
         name: Upload Logs
         with:
@@ -817,7 +817,7 @@ jobs:
       - uses: actions/checkout@v3
         with:
           submodules: true
-      - uses: actions/download-artifact@v3
+      - uses: actions/download-artifact@v4
         name: Download docker images
         with:
           name: docker-images-${{ matrix.java-version }}
diff --git a/docs/en/changes/changes.md b/docs/en/changes/changes.md
index 4528f00471..9296f4f548 100644
--- a/docs/en/changes/changes.md
+++ b/docs/en/changes/changes.md
@@ -60,6 +60,7 @@
 * Nacos as config server and cluster coordinator supports configuration contextPath.
 * Update the endpoint name format to `<Method>:<Path>` in eBPF Access Log Receiver.
 * Add self-observability metrics for OpenTelemetry receiver.
+* Support service level metrics aggregate when missing pod context in eBPF Access Log Receiver.
 
 #### UI
 
diff --git a/oap-server/server-receiver-plugin/skywalking-ebpf-receiver-plugin/src/main/java/org/apache/skywalking/oap/server/receiver/ebpf/provider/handler/AccessLogServiceHandler.java b/oap-server/server-receiver-plugin/skywalking-ebpf-receiver-plugin/src/main/java/org/apache/skywalking/oap/server/receiver/ebpf/provider/handler/AccessLogServiceHandler.java
index ea99878fa8..b0467bbf5a 100644
--- a/oap-server/server-receiver-plugin/skywalking-ebpf-receiver-plugin/src/main/java/org/apache/skywalking/oap/server/receiver/ebpf/provider/handler/AccessLogServiceHandler.java
+++ b/oap-server/server-receiver-plugin/skywalking-ebpf-receiver-plugin/src/main/java/org/apache/skywalking/oap/server/receiver/ebpf/provider/handler/AccessLogServiceHandler.java
@@ -486,6 +486,10 @@ public class AccessLogServiceHandler extends EBPFAccessLogServiceGrpc.EBPFAccess
     }
 
     protected KubernetesProcessAddress buildKubernetesAddressByIP(NodeInfo nodeInfo, IPAddress ipAddress) {
+        final ObjectID service = K8sInfoRegistry.getInstance().findServiceByIP(ipAddress.getHost());
+        if (service != ObjectID.EMPTY) {
+            return buildRemoteAddress(nodeInfo, service, null);
+        }
         final ObjectID pod = K8sInfoRegistry.getInstance().findPodByIP(ipAddress.getHost());
         if (pod == ObjectID.EMPTY) {
             // if cannot found the address, then return the unknown address
@@ -513,7 +517,7 @@ public class AccessLogServiceHandler extends EBPFAccessLogServiceGrpc.EBPFAccess
         }
         return KubernetesProcessAddress.newBuilder()
             .setServiceName(serviceName)
-            .setPodName(pod.name())
+            .setPodName(pod == null ? "" : pod.name())
             .build();
     }
 
@@ -585,7 +589,7 @@ public class AccessLogServiceHandler extends EBPFAccessLogServiceGrpc.EBPFAccess
         }
 
         public K8SServiceInstance toServiceInstance() {
-            if (Objects.equals(local, buildUnknownAddress())) {
+            if (Objects.equals(local, buildUnknownAddress()) || StringUtil.isEmpty(local.getPodName())) {
                 return null;
             }
             final K8SServiceInstance serviceInstance = new K8SServiceInstance();
@@ -619,6 +623,9 @@ public class AccessLogServiceHandler extends EBPFAccessLogServiceGrpc.EBPFAccess
         }
 
         public K8SServiceInstanceRelation toServiceInstanceRelation() {
+            if (StringUtil.isEmpty(local.getPodName()) || StringUtil.isEmpty(remote.getPodName())) {
+                return null;
+            }
             final Tuple2<KubernetesProcessAddress, KubernetesProcessAddress> tuple = convertSourceAndDestAddress();
             final K8SServiceInstanceRelation serviceInstanceRelation = new K8SServiceInstanceRelation();
             final String sourceServiceName = buildServiceNameByAddress(nodeInfo, tuple._1);