diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 00000000..88e5bcd5
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,6 @@
+**/*.pyc
+.*cache
+**/node_modules
+aw-server-rust/target
+aw-android
+./other
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..b8966945
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,38 @@
+FROM python:3.8
+
+ARG PORT
+ENV SERVER_PORT=$PORT
+
+# Disables pip caching
+ENV PIP_NO_CACHE_DIR=false
+
+# Install dependencies
+RUN apt-get update
+RUN apt-get install -y git build-essential apt-utils wget libfreetype6 libpng-dev libopenblas-dev gcc gfortran
+RUN python3 -m pip install pipenv
+
+RUN mkdir /app
+WORKDIR /app
+
+# Install dependencies seperately, to utilize caching
+RUN mkdir /app/aw-core
+COPY aw-core/requirements.txt /app/aw-core
+WORKDIR /app/aw-core
+RUN pip install -r requirements.txt
+
+RUN mkdir /app/aw-server
+COPY aw-server/requirements.txt /app/aw-server
+WORKDIR /app/aw-server
+RUN pip install -r requirements.txt
+
+# Build the rest
+WORKDIR /app
+COPY . /app
+
+# Debugging, just for printing the build context
+#RUN find /tmp/build
+
+RUN make build SKIP_WEBUI=true
+
+# Entrypoint
+ENTRYPOINT ["/bin/sh", "-c"]