diff --git a/apps/swh-graphql/Dockerfile b/apps/swh-graphql/Dockerfile
new file mode 100644
--- /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
--- /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
diff --git a/apps/swh-graphql/requirements-frozen.txt b/apps/swh-graphql/requirements-frozen.txt
--- a/apps/swh-graphql/requirements-frozen.txt
+++ b/apps/swh-graphql/requirements-frozen.txt
@@ -1,11 +1,71 @@
-anyio==3.5.0
-ariadne==0.15.1
-asgiref==3.5.1
-click==8.1.3
-graphql-core==3.2.1
-h11==0.13.0
+aiohttp==3.8.1
+aiohttp-utils==3.1.1
+aiosignal==1.2.0
+ariadne==0.14.1
+asgiref==3.4.1
+async-timeout==4.0.2
+attrs==21.4.0
+attrs-strict==1.0.0
+blinker==1.4
+cassandra-driver==3.25.0
+certifi==2021.10.8
+cffi==1.15.0
+charset-normalizer==2.0.12
+click==8.0.1
+confluent-kafka==1.8.2
+Deprecated==1.2.13
+Flask==2.1.2
+frozenlist==1.3.0
+geomet==0.2.1.post1
+graphql-core==3.1.6
+gunicorn==20.1.0
+h11==0.12.0
+hypothesis==6.46.6
 idna==3.3
-pkg_resources==0.0.0
-sniffio==1.2.0
-starlette==0.20.0
-typing_extensions==4.2.0
+importlib-metadata==4.11.3
+iniconfig==1.1.1
+iso8601==1.0.2
+itsdangerous==2.1.2
+Jinja2==3.1.2
+MarkupSafe==2.1.1
+mirakuru==2.4.2
+msgpack==1.0.3
+multidict==6.0.2
+mypy-extensions==0.4.3
+packaging==21.3
+pluggy==1.0.0
+port-for==0.6.2
+psutil==5.9.0
+psycopg2==2.9.3
+py==1.11.0
+pycparser==2.21
+pyparsing==3.0.9
+pytest==7.1.2
+pytest-postgresql==3.1.3
+python-dateutil==2.8.2
+python-magic==0.4.25
+python-mimeparse==1.6.0
+PyYAML==6.0
+redis==4.3.1
+requests==2.27.1
+sentry-sdk==1.5.12
+six==1.16.0
+sortedcontainers==2.4.0
+starlette==0.14.2
+swh.core==2.5.0
+swh.counters==0.9.1
+swh.graphql==0.0.1.post1
+swh.journal==1.0.0
+swh.model==6.2.0
+swh.objstorage==1.0.5
+swh.perfecthash==0.1.2
+swh.storage==1.4.0
+tenacity==8.0.1
+tomli==2.0.1
+typing-extensions==3.10.0.2
+urllib3==1.26.9
+uvicorn==0.17.4
+Werkzeug==2.1.2
+wrapt==1.14.1
+yarl==1.7.2
+zipp==3.8.0
diff --git a/apps/swh-graphql/requirements.txt b/apps/swh-graphql/requirements.txt
--- a/apps/swh-graphql/requirements.txt
+++ b/apps/swh-graphql/requirements.txt
@@ -5,3 +5,4 @@
 h11
 starlette
 typing-extensions
+swh-graphql