diff --git a/templates/shared_services/admin-vm-nwsde/Dockerfile.tmpl b/templates/shared_services/admin-vm-nwsde/Dockerfile.tmpl
index f088482b5e..8664f14dee 100644
--- a/templates/shared_services/admin-vm-nwsde/Dockerfile.tmpl
+++ b/templates/shared_services/admin-vm-nwsde/Dockerfile.tmpl
@@ -11,6 +11,9 @@ WORKDIR ${BUNDLE_DIR}
 # hadolint ignore=DL3022
 COPY --from=admin-vm --link . ${BUNDLE_DIR}/
 
+# Copy and change the file extension of .terraform file to .tf
+COPY ./terraform/admin-jumpbox_override.terraform "${BUNDLE_DIR}"/terraform/admin-jumpbox_override.tf
+
 # PORTER_MIXINS
 
 # Use the BUNDLE_DIR build argument to copy files into the bundle
diff --git a/templates/shared_services/admin-vm-nwsde/terraform/admin-jumpbox_override.terraform b/templates/shared_services/admin-vm-nwsde/terraform/admin-jumpbox_override.terraform
new file mode 100644
index 0000000000..5adc8fcbaa
--- /dev/null
+++ b/templates/shared_services/admin-vm-nwsde/terraform/admin-jumpbox_override.terraform
@@ -0,0 +1,3 @@
+resource "azurerm_windows_virtual_machine" "jumpbox" {
+  encryption_at_host_enabled = true
+}
diff --git a/templates/shared_services/admin-vm-nwsde/terraform/empty.txt b/templates/shared_services/admin-vm-nwsde/terraform/empty.txt
deleted file mode 100644
index c77897746a..0000000000
--- a/templates/shared_services/admin-vm-nwsde/terraform/empty.txt
+++ /dev/null
@@ -1 +0,0 @@
-The porter terraform mixin requires this directory to exist in the local build context.