diff --git a/configuration.deploy.yaml b/configuration.deploy.yaml
new file mode 100644
index 000000000..0860e696c
--- /dev/null
+++ b/configuration.deploy.yaml
@@ -0,0 +1,16 @@
+backend: tcp://inginious-backend:2000
+backup_directory: /inginious/backups
+local-config: {}
+mongo_opt:
+    database: INGInious
+    host: inginious-db
+plugins: []
+session_parameters:
+    ignore_change_ip: false
+    secret_key: 96f4628a2e4d0ce26b6352713f8ac8359b838f4800f1972790622899664bd0f4
+    secure: false
+    timeout: 86400
+superadmins:
+- superadmin
+tasks_directory: /inginious/tasks
+use_minified_js: true
diff --git a/deploy/agent-docker.containerfile b/deploy/agent-docker.containerfile
index 2ed968583..f9834904b 100644
--- a/deploy/agent-docker.containerfile
+++ b/deploy/agent-docker.containerfile
@@ -7,4 +7,4 @@ COPY inginious-agent-docker .
 COPY deploy/agent-docker.setup setup.py
 RUN pip3 install .
 
-CMD ["sh", "-c", "python3 inginious-agent-docker ${BACKEND}"]
+CMD ["sh", "-c", "python3 inginious-agent-docker ${BACKEND} --tmpdir=/tmp/agent_data/"]
diff --git a/deploy/frontend.containerfile b/deploy/frontend.containerfile
new file mode 100644
index 000000000..d1a868015
--- /dev/null
+++ b/deploy/frontend.containerfile
@@ -0,0 +1,12 @@
+FROM inginious/inginious-base
+
+COPY inginious/frontend inginious/frontend/
+COPY inginious/client inginious/client/
+COPY inginious-webapp .
+
+COPY deploy/frontend.setup setup.py
+RUN pip3 install .
+
+RUN apt-get install -y git
+
+CMD ["sh", "-c", "python3 inginious-webapp"]
diff --git a/deploy/frontend.setup b/deploy/frontend.setup
new file mode 100644
index 000000000..95d5dae8b
--- /dev/null
+++ b/deploy/frontend.setup
@@ -0,0 +1,50 @@
+from setuptools import setup, find_packages
+
+install_requires = [
+    "pyzmq>=15.3.0",
+    "msgpack >= 1.0.0",
+    "Werkzeug >= 1.0.0",
+    "PyYAML>=3.11",
+    "Flask >= 1.1.0",
+    "Flask-Mail >= 0.9.1",
+    "pymongo>=3.2.2",
+    "oauth2>=1.9.0.post1",
+
+    #"docker>=2.5.0",
+    #"docutils>=0.14",
+    "pymongo>=3.2.2",
+    "PyYAML>=3.11",
+    "Jinja2 >= 2.10",
+    "lti>=0.9.0",
+    "oauth2>=1.9.0.post1",
+    "httplib2>=0.9",
+    "watchdog >= 0.8.3",
+    "msgpack >= 1.0.0",
+    "pyzmq >= 15.3.0",
+    "natsort >= 5.0.1",
+    "psutil >= 4.4.2",
+    "zipstream >= 1.1.4",
+    "WsgiDAV >= 3.0.0",
+    "Werkzeug >= 1.0.0",
+    "itsdangerous >= 1.1.0",
+    "Flask >= 1.1.0",
+    "Flask-Mail >= 0.9.1",
+    "importlib_metadata >= 3.7.0",
+    'dataclasses >= 0.8; python_version < "3.7.0"',
+    "pytidylib>=0.2.4",
+    "sphinx-autodoc-typehints>=1.12.0",
+    "sh"
+]
+
+setup(
+    name="INGInious",
+    packages=find_packages(),
+    install_requires=install_requires,
+    include_package_data=True,
+    extras_require={
+        "cgi": ["flup>=1.0.3.dev"],
+        "ldap": ["ldap3"],
+        "saml2": ["python3-saml"],
+        "uwsgi": ["uwsgi"],
+    },
+)
diff --git a/docker-compose.yml b/docker-compose.yml
index 1f047f155..4573e8093 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -26,7 +26,12 @@ services:
     environment:
       BACKEND: "tcp://inginious-backend:2001"
     volumes:
-      - /var/run/docker.sock:/var/run/docker.sock
+     - /var/run/docker.sock:/var/run/docker.sock
+     # See https://github.com/UCL-INGI/INGInious/issues/352
+     - ./tasks/:/inginious/tasks
+     - ./backups/:/inginious/backups
+     # See https://github.com/UCL-INGI/INGInious/issues/799
+     - /tmp/agent_data/:/tmp/agent_data/
     networks:
       - inginious
 
@@ -40,6 +45,31 @@ services:
       dockerfile: deploy/agent-mcq.containerfile
     environment:
       BACKEND: "tcp://inginious-backend:2001"
+    volumes:
+     # See https://github.com/UCL-INGI/INGInious/issues/352
+     - ./tasks/:/inginious/tasks
+     - ./backups/:/inginious/backups
+     # See https://github.com/UCL-INGI/INGInious/issues/799
+     - /tmp/agent_data/:/tmp/agent_data/
+    networks:
+      - inginious
+
+  inginious-frontend:
+    image: inginious/inginious-frontend
+    build:
+      dockerfile: deploy/frontend.containerfile
+    depends_on:
+      - inginious-backend
+      - inginious-agent-docker
+      - inginious-agent-mcq
+    environment:
+      - INGINIOUS_WEBAPP_HOST=0.0.0.0
+    volumes:
+      - ./configuration.deploy.yaml:/inginious/configuration.yaml
+      - ./tasks/:/inginious/tasks
+      - ./backups/:/inginious/backups
+    ports:
+      - 9000:8080
     networks:
       - inginious
 
diff --git a/inginious/frontend/arch_helper.py b/inginious/frontend/arch_helper.py
index 6015fdf0a..51d9b7197 100644
--- a/inginious/frontend/arch_helper.py
+++ b/inginious/frontend/arch_helper.py
@@ -10,9 +10,6 @@
 
 from zmq.asyncio import ZMQEventLoop, Context
 
-from inginious.agent.docker_agent import DockerAgent
-from inginious.agent.mcq_agent import MCQAgent
-from inginious.backend.backend import Backend
 from inginious.client.client import Client
 
 def start_asyncio_and_zmq(debug_asyncio=False):
@@ -88,6 +85,10 @@ def create_arch(configuration, tasks_fs, context, course_factory):
         else:
             debug_ports = range(64100, 64111)
 
+        from inginious.agent.docker_agent import DockerAgent
+        from inginious.agent.mcq_agent import MCQAgent
+        from inginious.backend.backend import Backend
+
         client = Client(context, "inproc://backend_client")
         backend = Backend(context, "inproc://backend_agent", "inproc://backend_client")
         agent_docker = DockerAgent(context, "inproc://backend_agent", "Docker - Local agent", concurrency, tasks_fs, debug_host, debug_ports, tmp_dir, ssh_allowed=True)