diff --git a/apps/swh-graphql/Dockerfile b/apps/swh-graphql/Dockerfile
new file mode 100644
index 0000000..348ae3f
--- /dev/null
+++ b/apps/swh-graphql/Dockerfile
@@ -0,0 +1,34 @@
+# Deeply inspired from the Dockerfile of the swh-graph project
+FROM python:3.10-bullseye
+
+RUN apt-get -y update && \
+    apt-get -y upgrade && \
+    apt-get install -y libcmph-dev librdkafka-dev && \
+    rm -rf /var/lib/dpkg && \
+    addgroup --gid 1000 swh && \
+    useradd --gid 1000 --uid 1000 -m -d /opt/graphql swh && \
+    mkdir /etc/swh
+
+USER swh
+WORKDIR /opt/graphql
+
+COPY --chown=swh:swh requirements-frozen.txt /opt/graphql
+COPY --chown=swh:swh entrypoint.sh /opt/graphql
+
+ENV PYTHONPATH=/opt/graphql
+ENV PATH=/opt/graphql/.local/bin:$PATH
+
+RUN chmod u+x /opt/graphql/entrypoint.sh && \
+    /usr/local/bin/python -m pip install --upgrade pip && \
+    pip install --no-cache-dir -r requirements-frozen.txt && \
+    pip install gunicorn
+
+ENV SWH_CONFIG_FILENAME=/etc/swh/config.yml
+ENV PORT 5013
+EXPOSE $PORT
+ENV THREADS 4
+ENV WORKERS 2
+ENV LOG_LEVEL INFO
+ENV TIMEOUT 3600
+
+ENTRYPOINT "/opt/graphql/entrypoint.sh"
diff --git a/apps/swh-graphql/entrypoint.sh b/apps/swh-graphql/entrypoint.sh
new file mode 100644
index 0000000..0c92458
--- /dev/null
+++ b/apps/swh-graphql/entrypoint.sh
@@ -0,0 +1,21 @@
+#!/bin/bash
+
+set -e
+
+case "$1" in
+"shell")
+  exec bash -i
+  ;;
+*)
+  echo Starting the swh-graphql API server
+
+  exec gunicorn --bind "0.0.0.0:${PORT}" \
+    --reload \
+    --threads "${THREADS}" \
+    --workers "${WORKERS}" \
+    --log-level "${LOG_LEVEL}" \
+    --timeout "${TIMEOUT}" \
+    --config 'python:swh.core.api.gunicorn_config' \
+    'swh.graphql.server:make_app_from_configfile()'
+  ;;
+esac