diff --git a/stable/anchore-engine/Chart.yaml b/stable/anchore-engine/Chart.yaml
index 9d774b9f..cc160969 100644
--- a/stable/anchore-engine/Chart.yaml
+++ b/stable/anchore-engine/Chart.yaml
@@ -1,6 +1,6 @@
 apiVersion: v2
 name: anchore-engine
-version: 1.20.2
+version: 1.20.3
 appVersion: 1.1.0
 description: Anchore container analysis and policy evaluation engine service
 keywords:
diff --git a/stable/anchore-engine/templates/api_deployment.yaml b/stable/anchore-engine/templates/api_deployment.yaml
index 197a9da5..f245ca97 100644
--- a/stable/anchore-engine/templates/api_deployment.yaml
+++ b/stable/anchore-engine/templates/api_deployment.yaml
@@ -418,6 +418,31 @@ spec:
       serviceAccountName: {{ . }}
       {{- end }}
 
+{{- if .Values.anchoreApi.autoscaling.enabled }}
+---
+apiVersion: autoscaling/v1
+kind: HorizontalPodAutoscaler
+metadata:
+  name: {{ template "anchore-engine.api.fullname" . }}
+  labels:
+    app: {{ template "anchore-engine.fullname" . }}
+    chart: {{ .Chart.Name }}-{{ .Chart.Version }}
+    release: {{ .Release.Name }}
+    heritage: {{ .Release.Service }}
+    component: {{ $component }}
+    {{- with .Values.anchoreGlobal.labels }}
+    {{ toYaml . | nindent 4 }}
+    {{- end }}
+spec:
+  maxReplicas: {{ .Values.anchoreApi.autoscaling.maxReplicas }}
+  minReplicas: {{ .Values.anchoreApi.autoscaling.minReplicas }}
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: {{ template "anchore-engine.api.fullname" . }}
+  targetCPUUtilizationPercentage: {{ .Values.anchoreApi.autoscaling.targetCPUUtilizationPercentage }}
+{{- end }}
+
 ---
 apiVersion: v1
 kind: Service
diff --git a/stable/anchore-engine/templates/catalog_deployment.yaml b/stable/anchore-engine/templates/catalog_deployment.yaml
index f957ca7d..01fc84fc 100644
--- a/stable/anchore-engine/templates/catalog_deployment.yaml
+++ b/stable/anchore-engine/templates/catalog_deployment.yaml
@@ -268,6 +268,31 @@ spec:
       serviceAccountName: ""
       {{- end }}
 
+{{- if .Values.anchoreCatalog.autoscaling.enabled }}
+---
+apiVersion: autoscaling/v1
+kind: HorizontalPodAutoscaler
+metadata:
+  name: {{ template "anchore-engine.catalog.fullname" . }}
+  labels:
+    app: {{ template "anchore-engine.fullname" . }}
+    chart: {{ .Chart.Name }}-{{ .Chart.Version }}
+    release: {{ .Release.Name }}
+    heritage: {{ .Release.Service }}
+    component: {{ $component }}
+    {{- with .Values.anchoreGlobal.labels }}
+    {{ toYaml . | nindent 4 }}
+    {{- end }}
+spec:
+  maxReplicas: {{ .Values.anchoreCatalog.autoscaling.maxReplicas }}
+  minReplicas: {{ .Values.anchoreCatalog.autoscaling.minReplicas }}
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: {{ template "anchore-engine.catalog.fullname" . }}
+  targetCPUUtilizationPercentage: {{ .Values.anchoreCatalog.autoscaling.targetCPUUtilizationPercentage }}
+{{- end }}
+
 ---
 apiVersion: v1
 kind: Service
diff --git a/stable/anchore-engine/templates/policy_engine_deployment.yaml b/stable/anchore-engine/templates/policy_engine_deployment.yaml
index eed5c6d2..26fcb234 100644
--- a/stable/anchore-engine/templates/policy_engine_deployment.yaml
+++ b/stable/anchore-engine/templates/policy_engine_deployment.yaml
@@ -248,6 +248,31 @@ spec:
       serviceAccountName: {{ . }}
       {{- end }}
 
+{{- if .Values.anchorePolicyEngine.autoscaling.enabled }}
+---
+apiVersion: autoscaling/v1
+kind: HorizontalPodAutoscaler
+metadata:
+  name: {{ template "anchore-engine.policy-engine.fullname" . }}
+  labels:
+    app: {{ template "anchore-engine.fullname" . }}
+    chart: {{ .Chart.Name }}-{{ .Chart.Version }}
+    release: {{ .Release.Name }}
+    heritage: {{ .Release.Service }}
+    component: {{ $component }}
+    {{- with .Values.anchoreGlobal.labels }}
+    {{ toYaml . | nindent 4 }}
+    {{- end }}
+spec:
+  maxReplicas: {{ .Values.anchorePolicyEngine.autoscaling.maxReplicas }}
+  minReplicas: {{ .Values.anchorePolicyEngine.autoscaling.minReplicas }}
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: {{ template "anchore-engine.policy-engine.fullname" . }}
+  targetCPUUtilizationPercentage: {{ .Values.anchorePolicyEngine.autoscaling.targetCPUUtilizationPercentage }}
+{{- end }}
+
 ---
 apiVersion: v1
 kind: Service
diff --git a/stable/anchore-engine/templates/simplequeue_deployment.yaml b/stable/anchore-engine/templates/simplequeue_deployment.yaml
index c684c595..a4238bd1 100644
--- a/stable/anchore-engine/templates/simplequeue_deployment.yaml
+++ b/stable/anchore-engine/templates/simplequeue_deployment.yaml
@@ -226,6 +226,31 @@ spec:
       serviceAccountName: {{ . }}
       {{- end }}
 
+{{- if .Values.anchoreSimpleQueue.autoscaling.enabled }}
+---
+apiVersion: autoscaling/v1
+kind: HorizontalPodAutoscaler
+metadata:
+  name: {{ template "anchore-engine.simplequeue.fullname" . }}
+  labels:
+    app: {{ template "anchore-engine.fullname" . }}
+    chart: {{ .Chart.Name }}-{{ .Chart.Version }}
+    release: {{ .Release.Name }}
+    heritage: {{ .Release.Service }}
+    component: {{ $component }}
+    {{- with .Values.anchoreGlobal.labels }}
+    {{ toYaml . | nindent 4 }}
+    {{- end }}
+spec:
+  maxReplicas: {{ .Values.anchoreSimpleQueue.autoscaling.maxReplicas }}
+  minReplicas: {{ .Values.anchoreSimpleQueue.autoscaling.minReplicas }}
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: {{ template "anchore-engine.simplequeue.fullname" . }}
+  targetCPUUtilizationPercentage: {{ .Values.anchoreSimpleQueue.autoscaling.targetCPUUtilizationPercentage }}
+{{- end }}
+
 ---
 apiVersion: v1
 kind: Service
diff --git a/stable/anchore-engine/values.yaml b/stable/anchore-engine/values.yaml
index ab083ec4..8ac68347 100644
--- a/stable/anchore-engine/values.yaml
+++ b/stable/anchore-engine/values.yaml
@@ -432,6 +432,12 @@ anchoreApi:
   #    cpu: 100m
   #    memory: 1G
 
+  autoscaling:
+    enabled: false
+    minReplicas: 1
+    maxReplicas: 3
+    targetCPUUtilizationPercentage: 80
+
   labels: {}
   annotations: {}
   # Add metadata annotations to api deployments
@@ -609,6 +615,12 @@ anchoreCatalog:
   #    cpu: 100m
   #    memory: 500M
 
+  autoscaling:
+    enabled: false
+    minReplicas: 1
+    maxReplicas: 3
+    targetCPUUtilizationPercentage: 80
+
   labels: {}
   annotations: {}
   # Add metadata annotations to catalog deployments
@@ -657,6 +669,12 @@ anchorePolicyEngine:
   #    cpu: 100m
   #    memory: 1G
 
+  autoscaling:
+    enabled: false
+    minReplicas: 1
+    maxReplicas: 3
+    targetCPUUtilizationPercentage: 80
+
   labels: {}
   annotations: {}
   # Add metadata annotations to policy engine deployments
@@ -694,6 +712,12 @@ anchoreSimpleQueue:
   #    cpu: 100m
   #    memory: 256M
 
+  autoscaling:
+    enabled: false
+    minReplicas: 1
+    maxReplicas: 3
+    targetCPUUtilizationPercentage: 80
+
   labels: {}
   annotations: {}
   # Add metadata annotations to simplequeue deployments