diff --git a/workflow/gccontroller/gc_controller.go b/workflow/gccontroller/gc_controller.go
index 05da97603671..e65e333dc8be 100644
--- a/workflow/gccontroller/gc_controller.go
+++ b/workflow/gccontroller/gc_controller.go
@@ -211,9 +211,24 @@ func (c *Controller) deleteWorkflow(ctx context.Context, key string) error {
 	// It should be impossible for a workflow to have been queue without a valid key.
 	namespace, name, _ := cache.SplitMetaNamespaceKey(key)
 
+	// Double check to fix retry-with-ttl bug (#12626).
+	wf, err := c.wfclientset.ArgoprojV1alpha1().Workflows(namespace).Get(ctx, name, metav1.GetOptions{})
+	if err != nil {
+		if apierr.IsNotFound(err) {
+			log.Infof("Workflow already deleted '%s'", key)
+			return nil
+		} else {
+			return err
+		}
+	}
+	if !(wf.Status.Failed() || wf.Status.Successful() || wf.Status.Phase.Completed()) {
+		log.Infof("Workflow '%s' is not completed due to a retry operation, ignore deletion", key)
+		return nil
+	}
+
 	// Any workflow that was queued must need deleting, therefore we do not check the expiry again.
 	log.Infof("Deleting garbage collected workflow '%s'", key)
-	err := c.wfclientset.ArgoprojV1alpha1().Workflows(namespace).Delete(ctx, name, metav1.DeleteOptions{PropagationPolicy: commonutil.GetDeletePropagation()})
+	err = c.wfclientset.ArgoprojV1alpha1().Workflows(namespace).Delete(ctx, name, metav1.DeleteOptions{PropagationPolicy: commonutil.GetDeletePropagation()})
 	if err != nil {
 		if apierr.IsNotFound(err) {
 			log.Infof("Workflow already deleted '%s'", key)