diff --git a/cmd/generate_gatewayapi_httproute.go b/cmd/generate_gatewayapi_httproute.go
index fea188d..93b7960 100644
--- a/cmd/generate_gatewayapi_httproute.go
+++ b/cmd/generate_gatewayapi_httproute.go
@@ -65,7 +65,7 @@ func runGenerateGatewayApiHttpRoute(cmd *cobra.Command, args []string) error {
 }
 
 func buildHTTPRoute(doc *openapi3.T) *gatewayapiv1beta1.HTTPRoute {
-	return &gatewayapiv1beta1.HTTPRoute{
+	httpRoute := &gatewayapiv1beta1.HTTPRoute{
 		TypeMeta: v1.TypeMeta{
 			APIVersion: "gateway.networking.k8s.io/v1beta1",
 			Kind:       "HTTPRoute",
@@ -79,4 +79,12 @@ func buildHTTPRoute(doc *openapi3.T) *gatewayapiv1beta1.HTTPRoute {
 			Rules:     gatewayapi.HTTPRouteRulesFromOAS(doc),
 		},
 	}
+
+	// Extract and set labels
+	labels, ok := gatewayapi.ExtractLabelsFromOAS(doc)
+	if ok {
+		httpRoute.ObjectMeta.Labels = labels
+	}
+
+	return httpRoute
 }
diff --git a/pkg/gatewayapi/http_route.go b/pkg/gatewayapi/http_route.go
index dd5438a..b58470e 100644
--- a/pkg/gatewayapi/http_route.go
+++ b/pkg/gatewayapi/http_route.go
@@ -1,6 +1,8 @@
 package gatewayapi
 
 import (
+	"fmt"
+
 	"github.com/getkin/kin-openapi/openapi3"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"k8s.io/utils/ptr"
@@ -113,6 +115,28 @@ func HTTPRouteRulesFromOAS(doc *openapi3.T) []gatewayapiv1beta1.HTTPRouteRule {
 	return rules
 }
 
+func ExtractLabelsFromOAS(doc *openapi3.T) (map[string]string, bool) {
+	if doc.Info == nil || doc.Info.Extensions == nil {
+		return nil, false
+	}
+
+	if extension, ok := doc.Info.Extensions["x-kuadrant"]; ok {
+		if extensionMap, ok := extension.(map[string]interface{}); ok {
+			if route, ok := extensionMap["route"].(map[string]interface{}); ok {
+				if labelsInterface, ok := route["labels"]; ok {
+					labels := make(map[string]string)
+					for key, value := range labelsInterface.(map[string]interface{}) {
+						labels[key] = fmt.Sprint(value)
+					}
+					return labels, true
+				}
+			}
+		}
+	}
+
+	return nil, false
+}
+
 func buildHTTPRouteRule(path string, pathItem *openapi3.PathItem, verb string, op *openapi3.Operation, backendRefs []gatewayapiv1beta1.HTTPBackendRef) gatewayapiv1beta1.HTTPRouteRule {
 	match := utils.OpenAPIMatcherFromOASOperations(path, pathItem, verb, op)