diff --git a/{{cookiecutter.project_slug}}/compose/django/Dockerfile b/{{cookiecutter.project_slug}}/compose/django/Dockerfile
index 781f9b8d..618533f7 100644
--- a/{{cookiecutter.project_slug}}/compose/django/Dockerfile
+++ b/{{cookiecutter.project_slug}}/compose/django/Dockerfile
@@ -1,15 +1,16 @@
 FROM python:3.5
+
 ENV PYTHONUNBUFFERED 1
 
+RUN groupadd -r django \
+    && useradd -r -g django django
+
 # Requirements have to be pulled and installed here, otherwise caching won't work
 COPY ./requirements /requirements
+RUN pip install --no-cache-dir -r /requirements/production.txt \
+    && rm -rf /requirements
 
-RUN pip install -r /requirements/production.txt \
-    && groupadd -r django \
-    && useradd -r -g django django
-
-COPY ./compose/django/gunicorn.sh /gunicorn.sh
-COPY ./compose/django/entrypoint.sh /entrypoint.sh
+COPY ./compose/django/gunicorn.sh ./compose/django/entrypoint.sh /
 RUN sed -i 's/\r//' /entrypoint.sh \
     && sed -i 's/\r//' /gunicorn.sh \
     && chmod +x /entrypoint.sh \
@@ -20,6 +21,7 @@ RUN sed -i 's/\r//' /entrypoint.sh \
 COPY . /app
 
 RUN chown -R django /app
+
 USER django
 
 WORKDIR /app