diff --git a/charts/osm/README.md b/charts/osm/README.md
index 98d68e2e09..316a52148a 100644
--- a/charts/osm/README.md
+++ b/charts/osm/README.md
@@ -96,12 +96,22 @@ The following table lists the configurable parameters of the osm chart and their
 | OpenServiceMesh.image.registry | string | `"openservicemesh"` | Container image registry |
 | OpenServiceMesh.image.tag | string | `"v0.8.4"` | Container image tag |
 | OpenServiceMesh.imagePullSecrets | list | `[]` | `osm-controller` image pull secret |
+| OpenServiceMesh.injector.autoScale | object | `{"enable":false,"maxReplicas":5,"minReplicas":1,"targetAverageUtilization":80}` | Auto scale configuration |
+| OpenServiceMesh.injector.autoScale.enable | bool | `false` | Enable Autoscale |
+| OpenServiceMesh.injector.autoScale.maxReplicas | int | `5` | Maximum replicas for autoscale |
+| OpenServiceMesh.injector.autoScale.minReplicas | int | `1` | Minimum replicas for autoscale |
+| OpenServiceMesh.injector.autoScale.targetAverageUtilization | int | `80` | Average target CPU utilization (%) |
 | OpenServiceMesh.injector.enablePodDisruptionBudget | bool | `false` | Enable Pod Disruption Budget |
 | OpenServiceMesh.injector.podLabels | object | `{}` | Sidecar injector's pod labels |
 | OpenServiceMesh.injector.replicaCount | int | `1` | Sidecar injector's replica count |
 | OpenServiceMesh.injector.resource | object | `{"limits":{"cpu":"0.5","memory":"64M"},"requests":{"cpu":"0.3","memory":"64M"}}` | Sidecar injector's container resource parameters |
 | OpenServiceMesh.maxDataPlaneConnections | int | `0` | Sets the max data plane connections allowed for an instance of osm-controller, set to 0 to not enforce limits |
 | OpenServiceMesh.meshName | string | `"osm"` | Identifier for the instance of a service mesh within a cluster |
+| OpenServiceMesh.osmController.autoScale | object | `{"enable":false,"maxReplicas":5,"minReplicas":1,"targetAverageUtilization":80}` | Auto scale configuration |
+| OpenServiceMesh.osmController.autoScale.enable | bool | `false` | Enable Autoscale |
+| OpenServiceMesh.osmController.autoScale.maxReplicas | int | `5` | Maximum replicas for autoscale |
+| OpenServiceMesh.osmController.autoScale.minReplicas | int | `1` | Minimum replicas for autoscale |
+| OpenServiceMesh.osmController.autoScale.targetAverageUtilization | int | `80` | Average target CPU utilization (%) |
 | OpenServiceMesh.osmController.enablePodDisruptionBudget | bool | `false` | Enable Pod Disruption Budget |
 | OpenServiceMesh.osmController.podLabels | object | `{}` | OSM controller's pod labels |
 | OpenServiceMesh.osmController.replicaCount | int | `1` | OSM controller's replica count |
diff --git a/charts/osm/templates/osm-controller-hpa.yaml b/charts/osm/templates/osm-controller-hpa.yaml
new file mode 100644
index 0000000000..588a33461b
--- /dev/null
+++ b/charts/osm/templates/osm-controller-hpa.yaml
@@ -0,0 +1,21 @@
+{{- if .Values.OpenServiceMesh.osmController.autoScale.enable }}
+apiVersion: autoscaling/v2beta2
+kind: HorizontalPodAutoscaler
+metadata:
+  name: osm-controller-hpa
+  namespace: {{ include "osm.namespace" . }}
+spec:
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: osm-controller
+  minReplicas: {{.Values.OpenServiceMesh.osmController.autoScale.minReplicas}}
+  maxReplicas: {{.Values.OpenServiceMesh.osmController.autoScale.maxReplicas}}
+  metrics:
+  - type: Resource
+    resource:
+      name: cpu
+      target:
+        type: Utilization
+        averageUtilization: {{.Values.OpenServiceMesh.osmController.autoScale.targetAverageUtilization}}
+{{- end }}
diff --git a/charts/osm/templates/osm-injector-hpa.yaml b/charts/osm/templates/osm-injector-hpa.yaml
new file mode 100644
index 0000000000..d9650abbdd
--- /dev/null
+++ b/charts/osm/templates/osm-injector-hpa.yaml
@@ -0,0 +1,21 @@
+{{- if .Values.OpenServiceMesh.injector.autoScale.enable }}
+apiVersion: autoscaling/v2beta2
+kind: HorizontalPodAutoscaler
+metadata:
+  name: osm-injector-hpa
+  namespace: {{ include "osm.namespace" . }}
+spec:
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: osm-injector
+  minReplicas: {{.Values.OpenServiceMesh.injector.autoScale.minReplicas}}
+  maxReplicas: {{.Values.OpenServiceMesh.injector.autoScale.maxReplicas}}
+  metrics:
+  - type: Resource
+    resource:
+      name: cpu
+      target:
+        type: Utilization
+        averageUtilization: {{.Values.OpenServiceMesh.injector.autoScale.targetAverageUtilization}}
+{{- end }}
diff --git a/charts/osm/values.schema.json b/charts/osm/values.schema.json
index 4e8869adec..9831d8bd29 100644
--- a/charts/osm/values.schema.json
+++ b/charts/osm/values.schema.json
@@ -67,6 +67,59 @@
                     "additionalProperties": false
                 }
             }
+        },
+        "autoScale": {
+            "$id": "#/properties/definitions/properties/autoScale",
+            "type": "object",
+            "title": "The autoScale schema",
+            "description": "Autoscale configuration parameters",
+            "required": [
+                "enable"
+            ],
+            "properties": {
+                "enable": {
+                    "$id": "#/properties/definitions/properties/autoScale/properties/enable",
+                    "type": "boolean",
+                    "title": "Autoscale enable",
+                    "description": "Indicates whether autoscale should be enabled or not.",
+                    "examples": [
+                        false
+                    ]
+                },
+                "minReplicas": {
+                    "$id": "#/properties/definitions/properties/autoScale/properties/minReplicas",
+                    "type": "integer",
+                    "title": "Autoscale minimum replicas",
+                    "description": "Indicates the minimum replicas for autoscale.",
+                    "minimum": 1,
+                    "maximum": 10,
+                    "examples": [
+                        1
+                    ]
+                },
+                "maxReplicas": {
+                    "$id": "#/properties/definitions/properties/autoScale/properties/maxReplicas",
+                    "type": "integer",
+                    "title": "Autoscale maximum replicase",
+                    "description": "Indicates the maximum replicas for autoscale.",
+                    "minimum": 1,
+                    "maximum": 10,
+                    "examples": [
+                        5
+                    ]
+                },
+                "targetAverageUtilization": {
+                    "$id": "#/properties/definitions/properties/autoScale/properties/targetAverageUtilization",
+                    "type": "integer",
+                    "title": "Autoscale targetAverageUtilization",
+                    "description": "Indicates average target CPU utilization (percentage) for autoscale.",
+                    "minimum": 0,
+                    "maximum": 100,
+                    "examples": [
+                        80
+                    ]
+                }
+            }
         }
     },
     "properties": {
@@ -138,6 +191,9 @@
                             "examples": [
                                 false
                             ]
+                        },
+                        "autoScale": {
+                            "$ref": "#/definitions/autoScale"
                         }
                     },
                     "additionalProperties": false
@@ -596,6 +652,9 @@
                             "examples": [
                                 false
                             ]
+                        },
+                        "autoScale": {
+                            "$ref": "#/definitions/autoScale"
                         }
                     },
                     "additionalProperties": false
diff --git a/charts/osm/values.yaml b/charts/osm/values.yaml
index 7e3e4fb795..ce98130f56 100644
--- a/charts/osm/values.yaml
+++ b/charts/osm/values.yaml
@@ -36,6 +36,16 @@ OpenServiceMesh:
     podLabels: {}
     # -- Enable Pod Disruption Budget
     enablePodDisruptionBudget: false
+    # -- Auto scale configuration
+    autoScale:
+      # -- Enable Autoscale
+      enable: false
+      # -- Minimum replicas for autoscale
+      minReplicas: 1
+      # -- Maximum replicas for autoscale
+      maxReplicas: 5
+      # -- Average target CPU utilization (%)
+      targetAverageUtilization: 80
 
   #
   # -- Prometheus parameters
@@ -207,6 +217,16 @@ OpenServiceMesh:
     podLabels: {}
     # -- Enable Pod Disruption Budget
     enablePodDisruptionBudget: false
+    # -- Auto scale configuration
+    autoScale:
+      # -- Enable Autoscale
+      enable: false
+      # -- Minimum replicas for autoscale
+      minReplicas: 1
+      # -- Maximum replicas for autoscale
+      maxReplicas: 5
+      # -- Average target CPU utilization (%)
+      targetAverageUtilization: 80
 
   # -- Run init container in privileged mode
   enablePrivilegedInitContainer: false