diff --git a/Dockerfile b/Dockerfile
index 5b5349ae..b6bd9dce 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,22 +1,84 @@
-# syntax = docker/dockerfile:1.2
-# Base user uid / gid keep 1000 on prod, align with your user on dev
-ARG USER_UID=1000
-ARG USER_GID=1000
-
-
-FROM python:3.11
-# Instructions from https://fastapi.tiangolo.com/deployment/docker/
-ARG USER_UID
-ARG USER_GID
-RUN groupadd -g $USER_GID off && \
-    useradd -u $USER_UID -g off -m off && \
+ARG PYTHON_VERSION=3.11
+
+# base python setup
+# -----------------
+FROM python:$PYTHON_VERSION-slim as python-base
+RUN apt-get update && \
+    apt-get install --no-install-suggests --no-install-recommends -y curl && \
+    apt-get autoremove --purge && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+ENV PYTHONUNBUFFERED=1 \
+    PYTHONDONTWRITEBYTECODE=1 \
+    PIP_NO_CACHE_DIR=off \
+    PIP_DISABLE_PIP_VERSION_CHECK=on \
+    PIP_DEFAULT_TIMEOUT=100 \
+    PYSETUP_PATH="/opt/pysetup" \
+    VENV_PATH="/opt/pysetup/.venv" \
+    POETRY_HOME="/opt/poetry" \
+    POETRY_VERSION=1.6.1 \
+    POETRY_VIRTUALENVS_IN_PROJECT=true \
+    POETRY_NO_INTERACTION=1
+    ENV PATH="$POETRY_HOME/bin:$VENV_PATH/bin:$PATH"
+
+# building packages
+# -----------------
+FROM python-base as builder-base
+RUN curl -sSL https://install.python-poetry.org | python3 -
+WORKDIR $PYSETUP_PATH
+COPY poetry.lock  pyproject.toml ./
+RUN poetry install --without dev
+
+# This is our final image
+# ------------------------
+FROM python-base as runtime
+COPY --from=builder-base $VENV_PATH $VENV_PATH
+COPY --from=builder-base $POETRY_HOME $POETRY_HOME
+RUN poetry config virtualenvs.create false
+ENV POETRY_VIRTUALENVS_IN_PROJECT=false
+
+# create off user
+ARG OFF_UID=1000
+ARG OFF_GID=$OFF_UID
+RUN groupadd -g $OFF_GID off && \
+    useradd -u $OFF_UID -g off -m off && \
     mkdir -p /home/off && \
     mkdir -p /opt/open-prices && \
     chown off:off -R /opt/open-prices /home/off
-WORKDIR /opt/open-prices
-COPY --chown=off:off requirements.txt requirements.txt
-RUN  pip install --no-cache-dir --upgrade -r requirements.txt
+COPY --chown=off:off app /opt/open-prices/app
+
+COPY docker/docker-entrypoint.sh /docker-entrypoint.sh
+RUN chmod +x /docker-entrypoint.sh
+
+COPY --chown=off:off poetry.lock pyproject.toml /opt/open-prices/
 
 USER off:off
-COPY --chown=off:off app app
+WORKDIR /opt/open-prices
+ENTRYPOINT /docker-entrypoint.sh $0 $@
+
 CMD ["uvicorn", "app.api:app", "--proxy-headers", "--host", "0.0.0.0", "--port", "8000", "--workers", "4"]
+
+
+# building dev packages
+# ----------------------
+FROM builder-base as builder-dev
+WORKDIR $PYSETUP_PATH
+COPY poetry.lock  pyproject.toml ./
+# full install, with dev packages
+RUN poetry install
+
+# image with dev tooling
+# ----------------------
+# This image will be used by default, unless a target is specified in docker-compose.yml
+FROM runtime as runtime-dev
+COPY --from=builder-dev $VENV_PATH $VENV_PATH
+COPY --from=builder-dev $POETRY_HOME $POETRY_HOME
+# Handle possible issue with Docker being too eager after copying files
+RUN true
+COPY .flake8 pyproject.toml ./
+# create folders that we mount in dev to avoid permission problems
+USER root
+RUN \
+    mkdir -p /opt/open-prices/.cov && \
+    chown -R off:off /opt/open-prices/.cov
+USER off
diff --git a/docker/docker-entrypoint.sh b/docker/docker-entrypoint.sh
new file mode 100644
index 00000000..43c90fca
--- /dev/null
+++ b/docker/docker-entrypoint.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+
+set -e
+
+# activate our virtual environment here
+. /opt/pysetup/.venv/bin/activate
+
+PRE_ARGS=()
+
+# You can put other setup logic here
+
+# Evaluating passed command:
+exec "${PRE_ARGS[@]}" "$@"
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..358b8966
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1033 @@
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+
+[[package]]
+name = "alembic"
+version = "1.12.1"
+description = "A database migration tool for SQLAlchemy."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "alembic-1.12.1-py3-none-any.whl", hash = "sha256:47d52e3dfb03666ed945becb723d6482e52190917fdb47071440cfdba05d92cb"},
+    {file = "alembic-1.12.1.tar.gz", hash = "sha256:bca5877e9678b454706347bc10b97cb7d67f300320fa5c3a94423e8266e2823f"},
+]
+
+[package.dependencies]
+Mako = "*"
+SQLAlchemy = ">=1.3.0"
+typing-extensions = ">=4"
+
+[package.extras]
+tz = ["python-dateutil"]
+
+[[package]]
+name = "annotated-types"
+version = "0.6.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+]
+
+[[package]]
+name = "anyio"
+version = "3.7.1"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
+test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (<0.22)"]
+
+[[package]]
+name = "babel"
+version = "2.13.1"
+description = "Internationalization utilities"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
+    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
+]
+
+[package.dependencies]
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+
+[[package]]
+name = "certifi"
+version = "2023.7.22"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
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+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7.0"
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+h11 = ">=0.8"
+typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.10"
+content-hash = "1287d32b2eca16840a9106b0959f204002f9962e41c1ffb35caaefe082987b74"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..54060258
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,31 @@
+[tool.poetry]
+name = "open-prices"
+version = "0.1.0"
+description = "An open database of food prices"
+authors = ["Open Food Facts <contact@openfoodfacts.org>"]
+license = "AGPL-3.0 licence"
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.10"
+alembic = "~1.12.1"
+Babel = "~2.13.1"
+fastapi = "~0.103.1"
+jinja2 = "~3.1.2"
+openfoodfacts = "~0.1.10"
+psycopg2-binary = "~2.9.9"
+pydantic-settings = "~2.0.3"
+python-multipart = "~0.0.6"
+requests = "~2.31.0"
+sentry-sdk = {extras = ["fastapi"], version = "~1.35.0"}
+sqlalchemy = "~2.0.23"
+sqlalchemy-utils = "~0.41.1"
+uvicorn = "~0.23.2"
+
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.4.3"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index afd3a84e..00000000
--- a/requirements.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-alembic==1.12.1
-Babel==2.13.1
-fastapi==0.103.1
-jinja2==3.1.2
-openfoodfacts==0.1.10
-psycopg2-binary==2.9.9
-pydantic-settings==2.0.3
-python-multipart==0.0.6
-requests==2.31.0
-sentry-sdk[fastapi]==1.31.0
-sqlalchemy==2.0.23
-sqlalchemy-utils==0.41.1
-uvicorn==0.23.2