diff --git a/config/resource-manager.hcl b/config/resource-manager.hcl
index f58fbf8aa95..ad504e1244e 100644
--- a/config/resource-manager.hcl
+++ b/config/resource-manager.hcl
@@ -292,7 +292,7 @@ service "logz" {
 }
 service "machinelearningservices" {
   name      = "MachineLearningServices"
-  available = ["2022-05-01", "2022-10-01", "2023-04-01"]
+  available = ["2022-05-01", "2022-10-01", "2023-04-01", "2023-04-01-preview"]
 }
 service "maintenance" {
   name      = "Maintenance"