diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..8bfc47d2
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,12 @@
+FROM python:3.6 as build
+
+ARG VERSION=0.11
+RUN pip install datasette==$VERSION
+
+FROM python:3.6-slim
+
+COPY --from=build /usr/local/lib/python3.6/site-packages /usr/local/lib/python3.6/site-packages
+COPY --from=build /usr/local/bin /usr/local/bin
+
+EXPOSE 8001
+CMD ["datasette"]