diff --git a/e2e/commands_test.go b/e2e/commands_test.go
index c2f998fa2..be7721dfb 100644
--- a/e2e/commands_test.go
+++ b/e2e/commands_test.go
@@ -194,6 +194,31 @@ func TestRunOnlyOne(t *testing.T) {
 	})
 }
 
+func TestRunWithLabels(t *testing.T) {
+	runWithDindSwarmAndRegistry(t, func(info dindSwarmAndRegistryInfo) {
+		cmd := info.configuredCmd
+
+		contextPath := filepath.Join("testdata", "simple")
+		cmd.Command = dockerCli.Command("app", "build", "--tag", "myapp", contextPath)
+		icmd.RunCmd(cmd).Assert(t, icmd.Success)
+
+		cmd.Command = dockerCli.Command("app", "run", "myapp", "--name", "myapp", "--label", "label.key=labelValue")
+		icmd.RunCmd(cmd).Assert(t, icmd.Success)
+
+		services := []string{
+			"myapp_db", "myapp_web", "myapp_api",
+		}
+		for _, service := range services {
+			fmt.Printf("%q", service)
+			cmd.Command = dockerCli.Command("inspect", service)
+			icmd.RunCmd(cmd).Assert(t, icmd.Expected{
+				ExitCode: 0,
+				Out:      `"label.key": "labelValue"`,
+			})
+		}
+	})
+}
+
 func TestDockerAppLifecycle(t *testing.T) {
 	t.Run("withBindMounts", func(t *testing.T) {
 		testDockerAppLifecycle(t, true)
diff --git a/internal/packager/testdata/bundle-json.golden b/internal/packager/testdata/bundle-json.golden
index d070f5049..e99d116c7 100644
--- a/internal/packager/testdata/bundle-json.golden
+++ b/internal/packager/testdata/bundle-json.golden
@@ -51,6 +51,16 @@
     "io.cnab.status": {}
   },
   "parameters": {
+    "com.docker.app.args": {
+      "definition": "com.docker.app.args",
+      "applyTo": [
+        "install",
+        "upgrade"
+      ],
+      "destination": {
+        "path": "/cnab/app/args.json"
+      }
+    },
     "com.docker.app.inspect-format": {
       "definition": "com.docker.app.inspect-format",
       "applyTo": [
@@ -115,6 +125,12 @@
     }
   },
   "definitions": {
+    "com.docker.app.args": {
+      "default": "",
+      "description": "Labels to apply to service containers",
+      "title": "Labels",
+      "type": "string"
+    },
     "com.docker.app.inspect-format": {
       "default": "json",
       "description": "Output format for the inspect command",