diff --git a/kubernetes/autoscale/k8s/autoscale.yaml b/kubernetes/autoscale/k8s/autoscale.yaml
new file mode 100644
index 0000000..8e0a1f9
--- /dev/null
+++ b/kubernetes/autoscale/k8s/autoscale.yaml
@@ -0,0 +1,64 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: autoscale-test
+  namespace: default
+spec:
+  selector:
+    matchLabels:
+      app: autoscale-test
+  template:
+    metadata:
+      labels:
+        app: autoscale-test
+    spec:
+      containers:
+        - name: echoservice
+          image: gcr.io/hip-wharf-319304/echoservice:latest
+          imagePullPolicy: Always
+          env:
+            - name: "WORKERS"
+              value: "8"
+          ports:
+            - name: http
+              containerPort: 8080
+              protocol: TCP
+          livenessProbe:
+            httpGet:
+              path: /
+              port: http
+          readinessProbe:
+            httpGet:
+              path: /
+              port: http
+          resources:
+            requests:
+              cpu: "250m"
+              memory: "256Mi"
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: autoscale-test
+  namespace: default
+spec:
+  selector:
+    app: autoscale-test
+  type: LoadBalancer
+  ports:
+    - port: 80
+      targetPort: "http"
+---
+apiVersion: autoscaling/v1
+kind: HorizontalPodAutoscaler
+metadata:
+  name: autoscale-test
+  namespace: default
+spec:
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: autoscale-test
+  minReplicas: 1
+  maxReplicas: 10
+  targetCPUUtilizationPercentage: 50
diff --git a/kubernetes/autoscale/service/Dockerfile b/kubernetes/autoscale/service/Dockerfile
new file mode 100644
index 0000000..b9cf35f
--- /dev/null
+++ b/kubernetes/autoscale/service/Dockerfile
@@ -0,0 +1,17 @@
+FROM python:3.9
+
+RUN useradd -m -g nogroup server
+USER server
+
+WORKDIR /home/server
+ENV FLASK_APP=main.py
+
+# Perform the install of requirements first to avoid re-installing on every code change
+COPY requirements.txt /home/server/
+RUN pip install -r /home/server/requirements.txt
+
+COPY *.py /home/server/
+
+# CMD ["python", "/home/server/main.py"]
+
+CMD ["/home/server/.local/bin/gunicorn", "--config", "/home/server/gunicorn.conf.py", "main:app"]
diff --git a/kubernetes/autoscale/service/Makefile b/kubernetes/autoscale/service/Makefile
new file mode 100644
index 0000000..8688d0d
--- /dev/null
+++ b/kubernetes/autoscale/service/Makefile
@@ -0,0 +1,22 @@
+IMAGE_NAME:=echoservice
+GCP_PROJECT:=hip-wharf-319304
+
+.PHONY: all
+all: build push
+
+.PHONY: build
+build:
+	docker build -t $(IMAGE_NAME) .
+
+.PHONY: push
+push:
+	docker tag $(IMAGE_NAME) gcr.io/$(GCP_PROJECT)/$(IMAGE_NAME)
+	docker push gcr.io/$(GCP_PROJECT)/$(IMAGE_NAME)
+
+.PHONY: clean
+clean:
+	docker rmi $(IMAGE_NAME) gcr.io/$(GCP_PROJECT)/$(IMAGE_NAME) $(IMAGE_NAME)
+
+.PHONY: run
+run:
+	docker run --rm -i -t -p "8080:8080" $(IMAGE_NAME)
diff --git a/kubernetes/autoscale/service/gunicorn.conf.py b/kubernetes/autoscale/service/gunicorn.conf.py
new file mode 100644
index 0000000..984946b
--- /dev/null
+++ b/kubernetes/autoscale/service/gunicorn.conf.py
@@ -0,0 +1,9 @@
+import os
+
+env_port = int(os.environ.get("PORT", 8080))
+
+bind = f"0.0.0.0:{env_port}"
+workers = int(os.environ.get("WORKERS", 8))
+preload_app = True
+max_requests = 100
+max_requests_jitter = 50
diff --git a/kubernetes/autoscale/service/main.py b/kubernetes/autoscale/service/main.py
new file mode 100644
index 0000000..0669613
--- /dev/null
+++ b/kubernetes/autoscale/service/main.py
@@ -0,0 +1,28 @@
+import json
+import os
+
+from flask import Flask, request
+
+app = Flask(__name__)
+
+
+def get_request_params():
+    request_json = request.get_json(silent=True)
+    request_args = request.args
+    if request_json:
+        return request_json
+    elif request_args:
+        return request_args
+    else:
+        return None
+
+
+@app.route("/", methods=("GET", "POST"))
+def index():
+    return json.dumps(
+        {"headers": {k: v for k, v in request.headers}, "params": get_request_params()}
+    )
+
+
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", port=int(os.environ.get("PORT", 8080)), debug=True)
diff --git a/kubernetes/autoscale/service/requirements.txt b/kubernetes/autoscale/service/requirements.txt
new file mode 100644
index 0000000..b94ded4
--- /dev/null
+++ b/kubernetes/autoscale/service/requirements.txt
@@ -0,0 +1,2 @@
+flask==1.1.2
+gunicorn==20.1.0