diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 3fca722..d788271 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -34,6 +34,14 @@ jobs:
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
 
+      - name: Cache Docker layers
+        uses: actions/cache@v3
+        with:
+          path: /tmp/.buildx-cache
+          key: ${{ runner.os }}-buildx-${{ github.sha }}
+          restore-keys: |
+            ${{ runner.os }}-buildx-
+
       - name: Build and push image
         uses: docker/build-push-action@v6
         with:
@@ -45,3 +53,10 @@ jobs:
             ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}:latest
             ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}:${{ github.event.release.tag_name }}
           platforms: linux/amd64,linux/arm64
+          cache-from: type=local,src=/tmp/.buildx-cache
+          cache-to: type=local,dest=/tmp/.buildx-cache-new,mode=max
+
+      - name: Move cache
+        run: |
+          rm -rf /tmp/.buildx-cache
+          mv /tmp/.buildx-cache-new /tmp/.buildx-cache
diff --git a/docker/prod/django/Dockerfile b/docker/prod/django/Dockerfile
index 881e98d..e022751 100644
--- a/docker/prod/django/Dockerfile
+++ b/docker/prod/django/Dockerfile
@@ -6,16 +6,16 @@ RUN apt-get update && apt-get install --no-install-recommends -y \
     && rm -rf /var/lib/apt/lists/*
 
 COPY ./requirements.txt .
-RUN pip wheel --wheel-dir /usr/src/app/wheels -r requirements.txt
+RUN --mount=type=cache,target=/root/.cache/pip \
+    pip wheel --wheel-dir /usr/src/app/wheels -r requirements.txt
 
 FROM node:lts-alpine AS webpack_build
 WORKDIR /usr/src/frontend
 COPY ./frontend .
 COPY ./app/templates /usr/src/app/templates
-RUN npm config set registry https://registry.npmmirror.com/ && \
+RUN --mount=type=cache,target=/root/.npm \
     npm install --verbose && \
-    npm run build && \
-    npm cache clean --force
+    npm run build
 
 FROM python:3.11-slim-buster AS python-run-stage
 COPY --from=webpack_build /usr/src/frontend/build /usr/src/frontend/build
@@ -29,12 +29,13 @@ ENV PYTHONDONTWRITEBYTECODE=1 \
     PYTHONUNBUFFERED=1
 
 COPY --from=python-build-stage /usr/src/app/wheels /wheels/
-RUN apt-get update && \
+RUN --mount=type=cache,target=/root/.cache/apt \
+    apt-get update && \
     apt-get install --no-install-recommends -y gettext && \
     rm -rf /var/lib/apt/lists/* && \
     pip install --upgrade pip && \
     pip install --no-cache-dir --no-index --find-links=/wheels/ /wheels/* && \
-    rm -rf /wheels/ ~/.cache/pip/*
+    rm -rf /wheels/
 
 COPY --chown=app:app ./docker/prod/django/start /start
 COPY --chown=app:app ./docker/prod/procrastinate/start /start-procrastinate