diff --git a/cmd/jupyter/post_data.ipynb b/cmd/jupyter/post_data.ipynb
new file mode 100644
index 0000000..13042f6
--- /dev/null
+++ b/cmd/jupyter/post_data.ipynb
@@ -0,0 +1,51 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "64597508-285a-43e7-a38b-976166c431da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "from pathlib import Path\n",
+    "\n",
+    "file_path = \"./sample_files/structured/process_data.json\"\n",
+    "json_data = Path(file_path).read_text()\n",
+    "\n",
+    "basic_auth_user = \"n\"\n",
+    "basic_auth_password = \"Qwerty12345\"\n",
+    "\n",
+    "NEMESIS_HTTP_SERVER=\"http://ingress-nginx-controller.ingress-nginx.svc.cluster.local/\"\n",
+    "\n",
+    "requests.post(f\"{NEMESIS_HTTP_SERVER}api/data\", data=json_data, auth=(basic_auth_user, basic_auth_password)).json()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3.10.6 64-bit",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.6"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dockerfiles/jupyter.Dockerfile b/dockerfiles/jupyter.Dockerfile
new file mode 100644
index 0000000..23c3bf4
--- /dev/null
+++ b/dockerfiles/jupyter.Dockerfile
@@ -0,0 +1,9 @@
+FROM jupyter/datascience-notebook:latest
+
+# RUN pip install kafka-python
+
+WORKDIR /home/jovyan/
+RUN mv work examples
+COPY cmd/jupyter/post_data.ipynb /home/jovyan/examples
+COPY packages/protobufs/nemesis.proto /home/jovyan/examples
+COPY sample_files/ examples/sample_files
\ No newline at end of file
diff --git a/kubernetes/jupyter/deployment.yaml b/kubernetes/jupyter/deployment.yaml
new file mode 100644
index 0000000..70789ba
--- /dev/null
+++ b/kubernetes/jupyter/deployment.yaml
@@ -0,0 +1,45 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: jupyter
+  labels:
+    app: jupyter
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: jupyter
+  strategy: {}
+  template:
+    metadata:
+      labels:
+        app: jupyter
+    spec:
+      containers:
+        - env:
+            - name: JUPYTER_TOKEN
+              valueFrom:
+                secretKeyRef:
+                  name: dashboard-creds
+                  key: dashboard-password
+
+            - name: JUPYTER_PORT
+              value: "8888"
+            - name: NOTEBOOK_ARGS
+              value: "--NotebookApp.base_url=/jupyter/"
+          image: nemesis-jupyter
+          name: nemesis-jupyter
+          ports:
+            - containerPort: 8888
+              name: http
+          readinessProbe:
+            httpGet:
+              path: /jupyter/api
+              port: http
+            initialDelaySeconds: 5
+            periodSeconds: 5
+            timeoutSeconds: 5
+            failureThreshold: 10
+            
+      restartPolicy: Always
+status: {}
diff --git a/kubernetes/jupyter/ingress.yaml b/kubernetes/jupyter/ingress.yaml
new file mode 100644
index 0000000..8ee9c11
--- /dev/null
+++ b/kubernetes/jupyter/ingress.yaml
@@ -0,0 +1,26 @@
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: jupyter-ingress
+  annotations:
+    # TODO: Basic-auth breaks the websocket for some reasone
+    # nginx.ingress.kubernetes.io/auth-type: basic
+    # nginx.ingress.kubernetes.io/auth-secret: basic-auth
+    # nginx.ingress.kubernetes.io/auth-realm: 'Authentication Required'
+    ingress.kubernetes.io/ssl-redirect: "false"
+    nginx.ingress.kubernetes.io/rewrite-target: /jupyter/$2
+    nginx.ingress.kubernetes.io/use-regex: "true"
+    nginx.ingress.kubernetes.io/proxy-read-timeout: "3600"
+    nginx.ingress.kubernetes.io/proxy-send-timeout: "3600"
+spec:
+  ingressClassName: nginx
+  rules:
+    - http:
+        paths:
+          - path: /jupyter(/|$)(.*)
+            pathType: ImplementationSpecific
+            backend:
+              service:
+                name: jupyter
+                port:
+                  number: 8888
\ No newline at end of file
diff --git a/kubernetes/jupyter/service.yaml b/kubernetes/jupyter/service.yaml
new file mode 100644
index 0000000..7ce6da6
--- /dev/null
+++ b/kubernetes/jupyter/service.yaml
@@ -0,0 +1,17 @@
+apiVersion: v1
+kind: Service
+metadata:
+  labels:
+    app: jupyter
+  name: jupyter
+spec:
+  type: NodePort
+  ports:
+    - name: "8888"
+      port: 8888
+      targetPort: 8888
+      nodePort: 31888
+  selector:
+    app: jupyter
+status:
+  loadBalancer: {}
\ No newline at end of file
diff --git a/skaffold.yaml b/skaffold.yaml
index b81fd08..bd9c77d 100644
--- a/skaffold.yaml
+++ b/skaffold.yaml
@@ -166,18 +166,51 @@ portForward:
 #     port: 5672
 #     localPort: 5672
 #     address: 0.0.0.0
-#   - &portForward-gotenberg
-#     resourceType: service
-#     resourceName: gotenberg
-#     namespace: default
-#     port: 3000
-#     address: 0.0.0.0
-#   - &portForward-tika
-#     resourceType: service
-#     resourceName: tika
-#     namespace: default
-#     port: 9998
-#     address: 0.0.0.0
+
+---
+#############################################################################
+#
+# Jupyter - Deploys an instance of Jupyter Notebooks
+#
+# Usage: skaffold dev -f skaffold.yaml -m jupyter -p jupyter
+#############################################################################
+apiVersion: skaffold/v4beta6
+kind: Config
+metadata:
+  name: jupyter
+build:
+  tagPolicy:
+    inputDigest: {}
+  local:
+    push: false
+    tryImportMissing: true
+    useBuildkit: true
+    concurrency: 0
+  artifacts:
+    - &build-jupyter
+      image: nemesis-jupyter
+      docker:
+        dockerfile: dockerfiles/jupyter.Dockerfile
+
+manifests:
+  rawYaml: []
+
+deploy:
+  kubectl: {}
+
+profiles:
+ - name: jupyter
+   manifests:
+    rawYaml:
+    -  kubernetes/jupyter/*
+
+portForward:
+  - &portForward-jupyter
+    resourceType: service
+    resourceName: jupyter
+    namespace: default
+    port: 8888
+    address: 0.0.0.0
 
 ---
 #########################################################################################
@@ -222,25 +255,6 @@ manifests:
 deploy:
   kubectl: {}
 
-# portForward:
-#   - &portForward-dotnet
-#     resourceType: service
-#     resourceName: dotnet
-#     namespace: default
-#     port: 9800
-#     address: 0.0.0.0
-#   - &portForward-nlp
-#     resourceType: service
-#     resourceName: nlp
-#     namespace: default
-#     port: 9803
-#     address: 0.0.0.0
-#   - &portForward-tensorflow-serving
-#     resourceType: service
-#     resourceName: tensorflow-serving
-#     namespace: default
-#     port: 8501
-#     address: 0.0.0.0
 ---
 apiVersion: skaffold/v4beta6
 kind: Config
@@ -270,14 +284,6 @@ manifests:
     - &k8s-enrichment kubernetes/enrichment/*
 deploy:
   kubectl: {}
-
-# portForward:
-#   - &portForward-dotnet
-#     resourceType: service
-#     resourceName: enrichment-webapi
-#     namespace: default
-#     port: 9910
-#     address: 0.0.0.0
 ---
 apiVersion: skaffold/v4beta6
 kind: Config