diff --git a/mmv1/products/compute/api.yaml b/mmv1/products/compute/api.yaml
index cb59b7638737..bc7d9862063f 100644
--- a/mmv1/products/compute/api.yaml
+++ b/mmv1/products/compute/api.yaml
@@ -388,6 +388,16 @@ objects:
                 scales up until it reaches the maximum number of instances you
                 specified or until the average utilization reaches the target
                 utilization.
+            - !ruby/object:Api::Type::String
+              name: 'predictiveMethod'
+              min_version: beta
+              default_value: NONE
+              description: |
+                Indicates whether predictive autoscaling based on CPU metric is enabled. Valid values are:
+
+                - NONE (default). No predictive method is used. The autoscaler scales the group to meet current demand based on real-time metrics.
+                
+                - OPTIMIZE_AVAILABILITY. Predictive autoscaling improves availability by monitoring daily and weekly load patterns and scaling out ahead of anticipated demand.
           - !ruby/object:Api::Type::Array
             name: 'customMetricUtilizations'
             description: |
@@ -9661,6 +9671,16 @@ objects:
                 scales up until it reaches the maximum number of instances you
                 specified or until the average utilization reaches the target
                 utilization.
+            - !ruby/object:Api::Type::String
+              name: 'predictiveMethod'
+              min_version: beta
+              default_value: NONE
+              description: |
+                Indicates whether predictive autoscaling based on CPU metric is enabled. Valid values are:
+
+                - NONE (default). No predictive method is used. The autoscaler scales the group to meet current demand based on real-time metrics.
+                
+                - OPTIMIZE_AVAILABILITY. Predictive autoscaling improves availability by monitoring daily and weekly load patterns and scaling out ahead of anticipated demand.
           - !ruby/object:Api::Type::Array
             name: 'customMetricUtilizations'
             description: |
diff --git a/mmv1/products/compute/terraform.yaml b/mmv1/products/compute/terraform.yaml
index 5492d625078c..a7d370e8b0b5 100644
--- a/mmv1/products/compute/terraform.yaml
+++ b/mmv1/products/compute/terraform.yaml
@@ -121,6 +121,8 @@ overrides: !ruby/object:Overrides::ResourceOverrides
       autoscalingPolicy.cpuUtilization.utilizationTarget: !ruby/object:Overrides::Terraform::PropertyOverride
         name: target
         required: true # See comment for minReplicas
+      autoscalingPolicy.cpuUtilization.predictiveMethod: !ruby/object:Overrides::Terraform::PropertyOverride
+        custom_flatten: 'templates/terraform/custom_flatten/default_if_empty.erb'
       autoscalingPolicy.customMetricUtilizations: !ruby/object:Overrides::Terraform::PropertyOverride
         name: metric
       autoscalingPolicy.customMetricUtilizations.metric: !ruby/object:Overrides::Terraform::PropertyOverride
@@ -1693,6 +1695,8 @@ overrides: !ruby/object:Overrides::ResourceOverrides
       autoscalingPolicy.cpuUtilization.utilizationTarget: !ruby/object:Overrides::Terraform::PropertyOverride
         name: target
         required: true # See comment for minReplicas
+      autoscalingPolicy.cpuUtilization.predictiveMethod: !ruby/object:Overrides::Terraform::PropertyOverride
+        custom_flatten: 'templates/terraform/custom_flatten/default_if_empty.erb'
       autoscalingPolicy.customMetricUtilizations: !ruby/object:Overrides::Terraform::PropertyOverride
         name: metric
       autoscalingPolicy.customMetricUtilizations.metric: !ruby/object:Overrides::Terraform::PropertyOverride
diff --git a/mmv1/third_party/terraform/tests/resource_compute_autoscaler_test.go.erb b/mmv1/third_party/terraform/tests/resource_compute_autoscaler_test.go.erb
index 8bed87ce79a4..9d4ba4c165f6 100644
--- a/mmv1/third_party/terraform/tests/resource_compute_autoscaler_test.go.erb
+++ b/mmv1/third_party/terraform/tests/resource_compute_autoscaler_test.go.erb
@@ -307,6 +307,7 @@ resource "google_compute_autoscaler" "foobar" {
     cooldown_period = 60
     cpu_utilization {
       target = 0.5
+      predictive_method = "OPTIMIZE_AVAILABILITY"
     }
     scale_down_control {
       max_scaled_down_replicas {
diff --git a/mmv1/third_party/terraform/tests/resource_compute_region_autoscaler_test.go.erb b/mmv1/third_party/terraform/tests/resource_compute_region_autoscaler_test.go.erb
index 3bb4ee674aa1..e999b7e0106d 100644
--- a/mmv1/third_party/terraform/tests/resource_compute_region_autoscaler_test.go.erb
+++ b/mmv1/third_party/terraform/tests/resource_compute_region_autoscaler_test.go.erb
@@ -222,6 +222,7 @@ resource "google_compute_region_autoscaler" "foobar" {
     cooldown_period = 60
     cpu_utilization {
       target = 0.5
+      predictive_method = "OPTIMIZE_AVAILABILITY"
     }
     scale_down_control {
       max_scaled_down_replicas {