diff --git a/components/component.go b/components/component.go
index d8cf1b240e8..5ba4c40d990 100644
--- a/components/component.go
+++ b/components/component.go
@@ -135,6 +135,8 @@ func (c *Component) UpdatePrometheusConfig(_ client.Client, enable bool, compone
 			KueueARules            string `yaml:"kueue-alerting.rules"`
 			TrainingOperatorRRules string `yaml:"trainingoperator-recording.rules"`
 			TrainingOperatorARules string `yaml:"trainingoperator-alerting.rules"`
+			ModelRegistryRRules    string `yaml:"model-registry-operator-recording.rules"`
+			ModelRegistryARules    string `yaml:"model-registry-operator-alerting.rules"`
 		} `yaml:"data"`
 	}
 	var configMap ConfigMap
diff --git a/components/modelregistry/modelregistry.go b/components/modelregistry/modelregistry.go
index 4e70cbf79bb..be8bb84602d 100644
--- a/components/modelregistry/modelregistry.go
+++ b/components/modelregistry/modelregistry.go
@@ -67,6 +67,7 @@ func (m *ModelRegistry) ReconcileComponent(ctx context.Context, cli client.Clien
 		"IMAGES_REST_SERVICE":           "RELATED_IMAGE_ODH_MODEL_REGISTRY_IMAGE",
 	}
 	enabled := m.GetManagementState() == operatorv1.Managed
+	monitoringEnabled := dscispec.Monitoring.ManagementState == operatorv1.Managed
 
 	if enabled {
 		if m.DevFlags != nil {
@@ -102,5 +103,24 @@ func (m *ModelRegistry) ReconcileComponent(ctx context.Context, cli client.Clien
 	}
 	l.Info("apply extra manifests done")
 
+	// CloudService Monitoring handling
+	if platform == cluster.ManagedRhods {
+		if enabled {
+			if err := cluster.WaitForDeploymentAvailable(ctx, cli, ComponentName, dscispec.ApplicationsNamespace, 10, 1); err != nil {
+				return fmt.Errorf("deployment for %s is not ready to server: %w", ComponentName, err)
+			}
+			l.Info("deployment is done, updating monitoring rules")
+		}
+		if err := m.UpdatePrometheusConfig(cli, enabled && monitoringEnabled, ComponentName); err != nil {
+			return err
+		}
+		if err := deploy.DeployManifestsFromPath(ctx, cli, owner,
+			filepath.Join(deploy.DefaultManifestPath, "monitoring", "prometheus", "apps"),
+			dscispec.Monitoring.Namespace,
+			"prometheus", true); err != nil {
+			return err
+		}
+		l.Info("updating SRE monitoring done")
+	}
 	return nil
 }