diff --git a/pkg/monitor/agent.go b/pkg/monitor/agent.go
index e89ae854a78..5452a2014fe 100644
--- a/pkg/monitor/agent.go
+++ b/pkg/monitor/agent.go
@@ -92,6 +92,6 @@ func (monitor *agentMonitor) getAgentCRD() (*v1beta1.AntreaAgentInfo, error) {
 func (monitor *agentMonitor) updateAgentCRD(partial bool) (*v1beta1.AntreaAgentInfo, error) {
 	monitor.querier.GetAgentInfo(monitor.agentCRD, partial)
 	monitor.agentCRD.APICABundle = monitor.apiCertData
-	klog.V(2).Infof("Updating agent monitoring CRD %+v, partial: %t", monitor.agentCRD, partial)
+	klog.V(2).InfoS("Updating agent monitoring CRD", "name", klog.KObj(monitor.agentCRD), "partial", partial)
 	return monitor.client.CrdV1beta1().AntreaAgentInfos().Update(context.TODO(), monitor.agentCRD, metav1.UpdateOptions{})
 }
diff --git a/pkg/monitor/controller.go b/pkg/monitor/controller.go
index 58243b7e39f..e15efa6b200 100644
--- a/pkg/monitor/controller.go
+++ b/pkg/monitor/controller.go
@@ -188,14 +188,14 @@ func (monitor *controllerMonitor) createControllerCRD(crdName string) (*v1beta1.
 	controllerCRD := new(v1beta1.AntreaControllerInfo)
 	controllerCRD.Name = crdName
 	monitor.querier.GetControllerInfo(controllerCRD, false)
-	klog.V(2).Infof("Creating controller monitoring CRD %+v", controllerCRD)
+	klog.V(2).InfoS("Creating controller monitoring CRD", "name", klog.KObj(controllerCRD))
 	return monitor.client.CrdV1beta1().AntreaControllerInfos().Create(context.TODO(), controllerCRD, metav1.CreateOptions{})
 }
 
 // updateControllerCRD updates the monitoring CRD.
 func (monitor *controllerMonitor) updateControllerCRD(partial bool) (*v1beta1.AntreaControllerInfo, error) {
 	monitor.querier.GetControllerInfo(monitor.controllerCRD, partial)
-	klog.V(2).Infof("Updating controller monitoring CRD %+v, partial: %t", monitor.controllerCRD, partial)
+	klog.V(2).InfoS("Updating controller monitoring CRD", "name", klog.KObj(monitor.controllerCRD), "partial", partial)
 	return monitor.client.CrdV1beta1().AntreaControllerInfos().Update(context.TODO(), monitor.controllerCRD, metav1.UpdateOptions{})
 }
 
diff --git a/pkg/ovs/openflow/ofctrl_bridge.go b/pkg/ovs/openflow/ofctrl_bridge.go
index d98582e86f1..c0f6ede4daa 100644
--- a/pkg/ovs/openflow/ofctrl_bridge.go
+++ b/pkg/ovs/openflow/ofctrl_bridge.go
@@ -308,7 +308,13 @@ func (b *OFBridge) DumpTableStatus() []TableStatus {
 
 // PacketRcvd is a callback when a packetIn is received on ofctrl.OFSwitch.
 func (b *OFBridge) PacketRcvd(sw *ofctrl.OFSwitch, packet *ofctrl.PacketIn) {
-	klog.V(2).InfoS("Received packetIn", "packet", packet)
+	// Correspond to MessageStream.outbound log level.
+	if klog.V(7).Enabled() {
+		klog.InfoS("Received packetIn", "packet", packet)
+	} else {
+		klog.V(4).InfoS("Received packetIn")
+	}
+
 	if len(packet.UserData) == 0 {
 		klog.Info("Received packetIn without packetIn category in userdata")
 		return
diff --git a/third_party/proxy/config/config.go b/third_party/proxy/config/config.go
index c37107d582b..710f2276238 100644
--- a/third_party/proxy/config/config.go
+++ b/third_party/proxy/config/config.go
@@ -330,7 +330,7 @@ func (c *EndpointSliceConfig) handleAddEndpointSlice(obj interface{}) {
 		return
 	}
 	for _, h := range c.eventHandlers {
-		klog.V(4).InfoS("Calling handler.OnEndpointSliceAdd", "endpointSlice", endpointSlice)
+		klog.V(4).InfoS("Calling handler.OnEndpointSliceAdd", "endpointSlice", klog.KObj(endpointSlice))
 		h.OnEndpointSliceAdd(endpointSlice)
 	}
 }
@@ -347,7 +347,7 @@ func (c *EndpointSliceConfig) handleUpdateEndpointSlice(oldObj, newObj interface
 		return
 	}
 	for _, h := range c.eventHandlers {
-		klog.V(4).InfoS("Calling handler.OnEndpointSliceUpdate", "from", oldEndpointSlice, "to", newEndpointSlice)
+		klog.V(4).InfoS("Calling handler.OnEndpointSliceUpdate", "endpointSlice", klog.KObj(newEndpointSlice))
 		h.OnEndpointSliceUpdate(oldEndpointSlice, newEndpointSlice)
 	}
 }
@@ -366,7 +366,7 @@ func (c *EndpointSliceConfig) handleDeleteEndpointSlice(obj interface{}) {
 		}
 	}
 	for _, h := range c.eventHandlers {
-		klog.V(4).InfoS("Calling handler.OnEndpointSliceDelete", "endpointSlice", endpointSlice)
+		klog.V(4).InfoS("Calling handler.OnEndpointSliceDelete", "endpointSlice", klog.KObj(endpointSlice))
 		h.OnEndpointSliceDelete(endpointSlice)
 	}
 }