diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 0000000..3f84b47
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,3 @@
+[submodule "api/scripts"]
+	path = api/scripts
+	url = https://github.com/openbikesensor/OpenBikeSensor-Scripts
diff --git a/api/Dockerfile b/api/Dockerfile
index b074128..9972a3a 100644
--- a/api/Dockerfile
+++ b/api/Dockerfile
@@ -1,9 +1,18 @@
-FROM node:14
+FROM node:15.11.0-buster
+
+# Install python3, pip3, and make them the default for `python` and `pip` commands
+RUN apt-get update && apt-get install -y python3 python3-pip
+RUN ln -s $(which python3) /usr/local/bin/python
+RUN ln -s $(which pip3) /usr/local/bin/pip
 
 WORKDIR /opt/obs/api
+
 ADD package.json package-lock.json /opt/obs/api/
 RUN npm ci
 
+ADD scripts/setup.py scripts/requirements.txt /opt/obs/api/scripts/
+RUN cd scripts && pip install -e .
+
 ADD views /opt/obs/api/views/
 ADD src /opt/obs/api/src/
 
diff --git a/api/scripts b/api/scripts
new file mode 160000
index 0000000..1f340a8
--- /dev/null
+++ b/api/scripts
@@ -0,0 +1 @@
+Subproject commit 1f340a835c327f6410b1954a9824a9d4a5b7d9b0
diff --git a/docker-compose.yaml b/docker-compose.yaml
index 267b10e..9b13122 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -16,6 +16,7 @@ services:
       context: ./api
     volumes:
       - ./api/src:/opt/obs/api/src
+      - ./api/scripts:/opt/obs/api/scripts
       - ./api/views:/opt/obs/api/views
       - ./local/api-data:/data
       - ./api/.migrations.js:/opt/obs/api/.migrations.js