diff --git a/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/connections.tf b/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/connections.tf
index 7b77ae22f..697d9e911 100644
--- a/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/connections.tf
+++ b/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/connections.tf
@@ -5,7 +5,7 @@ resource "azapi_resource" "ai_studio_hub_connections" {
   name      = each.key
   parent_id = azapi_resource.ai_studio_hub.id
 
-  body = jsonencode({
+  body = {
     properties = {
       authType       = each.value.auth_type
       category       = each.value.category
@@ -15,8 +15,7 @@ resource "azapi_resource" "ai_studio_hub_connections" {
       target         = each.value.target
       metadata       = each.value.metadata
     }
-
-  })
+  }
 
   response_export_values    = []
   schema_validation_enabled = false # Can be reverted once this is closed: https://github.com/Azure/terraform-provider-azapi/issues/524
diff --git a/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/main.tf b/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/main.tf
index 4103f86e0..6790739c0 100644
--- a/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/main.tf
+++ b/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/main.tf
@@ -20,7 +20,7 @@ resource "azapi_resource" "ai_studio_hub" {
     }
   }
 
-  body = jsonencode({
+  body = {
     kind = "Hub"
     properties = {
       applicationInsights             = var.application_insights_id
@@ -53,12 +53,14 @@ resource "azapi_resource" "ai_studio_hub" {
       name = "Basic"
       tier = "Basic"
     }
-  })
+  }
 
   response_export_values    = []
   schema_validation_enabled = false # Can be reverted once this is closed: https://github.com/Azure/terraform-provider-azapi/issues/524
   locks                     = []
-  ignore_body_changes       = ["properties.managedNetwork"]
   ignore_casing             = false
   ignore_missing_property   = true
+  lifecycle {
+    ignore_changes = ["body.properties.managedNetwork"]
+  }
 }
diff --git a/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/outboundrules.tf b/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/outboundrules.tf
new file mode 100644
index 000000000..9b4e5f246
--- /dev/null
+++ b/quickstart/301-ai-studio-secure-e2e/modules/aistudiohub/outboundrules.tf
@@ -0,0 +1,14 @@
+resource "azapi_resource_action" "ai_studio_hub_provision_managed_network" {
+  count = var.ai_studio_hub_provision_managed_network ? 1 : 0
+
+  type        = "Microsoft.MachineLearningServices/workspaces@2024-04-01"
+  resource_id = azapi_resource.ai_studio_hub.id
+
+  action = "provisionManagedNetwork"
+  method = "POST"
+  body = {
+    includeSpark = true
+  }
+
+  response_export_values = []
+}
diff --git a/quickstart/301-ai-studio-secure-e2e/modules/aistudiooutboundrules/main.tf b/quickstart/301-ai-studio-secure-e2e/modules/aistudiooutboundrules/main.tf
index 830ca7ed5..c9c2efe0a 100644
--- a/quickstart/301-ai-studio-secure-e2e/modules/aistudiooutboundrules/main.tf
+++ b/quickstart/301-ai-studio-secure-e2e/modules/aistudiooutboundrules/main.tf
@@ -2,7 +2,7 @@ resource "azapi_update_resource" "ai_studio_hub_outbound_rules" {
   type        = "Microsoft.MachineLearningServices/workspaces@2024-04-01"
   resource_id = var.ai_studio_hub_id
 
-  body = jsonencode({
+  body = {
     properties = {
       managedNetwork = {
         isolationMode = "AllowOnlyApprovedOutbound"
@@ -13,7 +13,7 @@ resource "azapi_update_resource" "ai_studio_hub_outbound_rules" {
         }
       }
     }
-  })
+  }
 
   response_export_values  = []
   locks                   = []
@@ -29,9 +29,9 @@ resource "azapi_resource_action" "ai_studio_hub_provision_managed_network" {
 
   action = "provisionManagedNetwork"
   method = "POST"
-  body = jsonencode({
+  body = {
     includeSpark = true
-  })
+  }
 
   response_export_values = []
   depends_on             = []
diff --git a/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/connections.tf b/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/connections.tf
index 565b54145..1c80f25df 100644
--- a/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/connections.tf
+++ b/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/connections.tf
@@ -5,7 +5,7 @@ resource "azapi_resource" "ai_studio_project_connection" {
   name      = each.key
   parent_id = azapi_resource.ai_studio_project.id
 
-  body = jsonencode({
+  body = {
     properties = {
       authType       = each.value.auth_type
       category       = each.value.category
@@ -15,8 +15,7 @@ resource "azapi_resource" "ai_studio_project_connection" {
       target         = each.value.target
       metadata       = each.value.metadata
     }
-
-  })
+  }
 
   response_export_values    = []
   schema_validation_enabled = false # Can be reverted once this is closed: https://github.com/Azure/terraform-provider-azapi/issues/524
diff --git a/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/main.tf b/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/main.tf
index b34250d16..a978f706f 100644
--- a/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/main.tf
+++ b/quickstart/301-ai-studio-secure-e2e/modules/aistudioproject/main.tf
@@ -9,14 +9,14 @@ resource "azapi_resource" "ai_studio_project" {
     identity_ids = []
   }
 
-  body = jsonencode({
+  body = {
     kind = "Project"
     properties = {
       description   = "AI Studio Project - ${var.ai_studio_project_name}"
       friendlyName  = title(replace(var.ai_studio_project_name, "-", " "))
       hubResourceId = var.ai_studio_hub_id
     }
-  })
+  }
 
   response_export_values    = []
   schema_validation_enabled = false # Can be reverted once this is closed: https://github.com/Azure/terraform-provider-azapi/issues/524