diff --git a/.woodpecker.yml b/.woodpecker.yml
new file mode 100644
index 0000000..60dbd1e
--- /dev/null
+++ b/.woodpecker.yml
@@ -0,0 +1,28 @@
+steps:
+  build:
+    image: plugins/kaniko
+    settings:
+      repo: gitea.hottis.de/wn/snmp-mqtt
+      registry: 
+        from_secret: container_registry
+      tags: latest,${CI_COMMIT_SHA},${CI_COMMIT_TAG}
+      username: 
+        from_secret: container_registry_username
+      password: 
+        from_secret: container_registry_password
+      dockerfile: Dockerfile
+    when:
+      - event: [push, tag]
+
+  deploy:
+    image: portainer/kubectl-shell:latest
+    secrets:
+      - source: kube_config
+        target: KUBE_CONFIG_CONTENT
+    commands:
+      - export IMAGE_TAG=$CI_COMMIT_TAG
+      - printf "$KUBE_CONFIG_CONTENT" > /tmp/kubeconfig
+      - export KUBECONFIG=/tmp/kubeconfig
+      - ./deployment/deploy.sh
+    when:
+      - event: tag
diff --git a/Dockerfile b/Dockerfile
index fc270b8..3bc7860 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,14 +1,18 @@
-FROM jupyter/scipy-notebook:latest
+FROM quay.io/jupyter/scipy-notebook:2024-01-23
 
 LABEL Maintainer="Wolfgang Hottgenroth <wolfgang.hottgenroth@icloud.com>"
-LABEL ImageName="registry.gitlab.com/wolutator/registry.gitlab.com/wolutator/"
 
 ENV PASSWORD ""
 
+USER root
+RUN \
+  apt update && \
+  apt install -y postgresql-client-common libpq-dev
+
+USER $NB_USER
 RUN \
   conda update -y -n base conda && \
-  pip install influxdb && \
-  pip install pymongo && \
+  pip install psycopg && \
   conda install -y pandas-datareader && \
   fix-permissions $CONDA_DIR && \
   fix-permissions /home/$NB_USER 
diff --git a/deployment/deploy-yml.tmpl b/deployment/deploy-yml.tmpl
new file mode 100644
index 0000000..9d83f25
--- /dev/null
+++ b/deployment/deploy-yml.tmpl
@@ -0,0 +1,59 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: jupyter
+  labels:
+    app: jupyter
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: jupyter
+  template:
+    metadata:
+      labels:
+        app: jupyter
+    spec:
+      containers:
+        - name: jupyter
+          image: %IMAGE%
+          ports:
+            - containerPort: 8888
+              protocol: TCP
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: jupyter
+spec:
+  type: ClusterIP
+  selector:
+    app: jupyter
+  ports:
+    - name: http
+      targetPort: 8888
+      port: 80
+---
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: jupyter
+  annotations:
+    cert-manager.io/cluster-issuer: letsencrypt-staging-http
+spec:
+  tls:
+    - hosts:
+        - jupyter.hottis.de
+      secretName: jupyter-cert
+  rules:
+    - host: jupyter.hottis.de
+      http:
+        paths:
+          - path: /
+            pathType: Prefix
+            backend:
+              service:
+                name: jupyter
+                port:
+                  number: 80
+
diff --git a/deployment/deploy.sh b/deployment/deploy.sh
new file mode 100755
index 0000000..d0d1bdd
--- /dev/null
+++ b/deployment/deploy.sh
@@ -0,0 +1,26 @@
+#!/bin/bash
+
+if [ "$IMAGE_TAG" == "" ]; then
+  echo "Make sure IMAGE_TAG is set"
+  exit 1
+fi
+
+
+IMAGE_NAME=gitea.hottis.de/wn/jupyter-scipy-database-extension
+NAMESPACE=jupyter
+DEPLOYMENT_DIR=$PWD/deployment
+
+pushd $DEPLOYMENT_DIR > /dev/null
+
+kubectl create namespace $NAMESPACE \
+  --dry-run=client \
+  -o yaml | \
+  kubectl -f - apply
+
+
+cat $DEPLOYMENT_DIR/deploy-yml.tmpl | \
+  sed -e 's,%IMAGE%,'$IMAGE_NAME':'$IMAGE_TAG','g | \
+  kubectl apply -f - -n $NAMESPACE
+
+popd > /dev/null
+