diff --git a/.github/actions/setup-poetry/action.yml b/.github/actions/setup-poetry/action.yml
new file mode 100644
index 0000000..e18b4b3
--- /dev/null
+++ b/.github/actions/setup-poetry/action.yml
@@ -0,0 +1,26 @@
+name: Set up poetry
+description: Install poetry and python dependencies
+runs:
+  using: "composite"
+  steps:
+    - uses: snok/install-poetry@v1
+      with:
+        version: 1.3.2
+        virtualenvs-create: true
+        virtualenvs-in-project: true
+
+    - name: Cache poetry dependencies
+      id: cache-poetry-deps
+      uses: actions/cache@v3
+      with:
+        path: .venv
+        key: pydeps-${{ hashFiles('**/poetry.lock') }}
+
+    - name: Install poetry dependencies
+      shell: bash
+      run: poetry install --no-interaction --no-root --with=dev
+      if: steps.cache-deps.outputs.cache-hit != 'true'
+
+    - name: Install scw_serverless
+      shell: bash
+      run: poetry install --no-interaction
diff --git a/.github/actions/setup-serverless-framework/action.yml b/.github/actions/setup-serverless-framework/action.yml
new file mode 100644
index 0000000..70a0867
--- /dev/null
+++ b/.github/actions/setup-serverless-framework/action.yml
@@ -0,0 +1,14 @@
+name: Set up Serverless Framework
+description: Install Serverless Framework & Scaleway Plugin
+runs:
+  using: "composite"
+  steps:
+    - uses: actions/cache@v3
+      id: npm-cache
+      with:
+        path: ~/.npm
+        key: ${{ runner.os }}-build-${{ env.cache-name }}
+
+    - name: Install npm dependencies
+      shell: bash
+      run: npm install -g serverless serverless-scaleway-functions
diff --git a/.github/workflows/black.yml b/.github/workflows/black.yml
deleted file mode 100644
index 3630c5d..0000000
--- a/.github/workflows/black.yml
+++ /dev/null
@@ -1,10 +0,0 @@
-name: Lint
-
-on: [push, pull_request]
-
-jobs:
-  lint:
-    runs-on: self-hosted
-    steps:
-      - uses: actions/checkout@v3
-      - uses: psf/black@stable
diff --git a/.github/workflows/pytest-integration.yml b/.github/workflows/pytest-integration.yml
index 1a7ecb9..daf2adf 100644
--- a/.github/workflows/pytest-integration.yml
+++ b/.github/workflows/pytest-integration.yml
@@ -15,18 +15,19 @@ jobs:
     container: nikolaik/python-nodejs:python3.10-nodejs18
     steps:
       - uses: actions/checkout@v3
-      - name: Setup terraform
+
+      - name: Install terraform
         uses: hashicorp/setup-terraform@v2
         with:
           terraform_wrapper: false
-      - name: Install dependencies
-        run: |
-          pip install --editable .
-          if [ -f requirements-dev.txt ]; then pip install -r requirements-dev.txt; fi
-          npm install -g serverless serverless-scaleway-functions
+
+      - uses: ./.github/actions/setup-serverless-framework
+
+      - uses: ./.github/actions/setup-poetry
+
       - name: Test with pytest
         working-directory: tests
-        run: pytest integrations -n $(nproc --all)
+        run: poetry run pytest integrations -n $(nproc --all)
         env:
           SCW_DEFAULT_ORGANIZATION_ID: ${{ secrets.SCW_DEFAULT_ORGANIZATION_ID }}
           SCW_SECRET_KEY: ${{ secrets.SCW_SECRET_KEY }}
diff --git a/.github/workflows/pytest.yml b/.github/workflows/pytest.yml
index de8c7ea..65d954a 100644
--- a/.github/workflows/pytest.yml
+++ b/.github/workflows/pytest.yml
@@ -15,19 +15,9 @@ jobs:
     container: nikolaik/python-nodejs:python3.10-nodejs18
     steps:
       - uses: actions/checkout@v3
-      - name: Setup terraform
-        uses: hashicorp/setup-terraform@v2
-        with:
-          terraform_wrapper: false
-      - name: Install dependencies
-        run: |
-          pip install --editable .
-          if [ -f requirements-dev.txt ]; then pip install -r requirements-dev.txt; fi
-          npm install -g serverless serverless-scaleway-functions
+
+      - uses: ./.github/actions/setup-poetry
+
       - name: Test with pytest
         working-directory: tests
-        run: pytest -s --ignore=integrations
-        env:
-          SCW_DEFAULT_ORGANIZATION_ID: ${{ secrets.SCW_DEFAULT_ORGANIZATION_ID }}
-          SCW_SECRET_KEY: ${{ secrets.SCW_SECRET_KEY }}
-          SCW_ACCESS_KEY: ${{ secrets.SCW_ACCESS_KEY }}
+        run: poetry run pytest -s --ignore=integrations
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 61f8a60..e18b7ac 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -21,14 +21,15 @@ jobs:
     container: python:3.10-alpine3.16
     steps:
       - uses: actions/checkout@v3
-      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install build
-      - name: Build package
-        run: python -m build
-      - name: Publish package
-        uses: pypa/gh-action-pypi-publish@27b31702a0e7fc50959f5ad993c78deac1bdfc29
+
+      - uses: snok/install-poetry@v1
         with:
-          user: __token__
-          password: ${{ secrets.PYPI_API_TOKEN }}
+          version: 1.3.2
+          virtualenvs-create: true
+          virtualenvs-in-project: true
+
+      - name: Publish package
+        run: poetry publish --build
+        env:
+          POETRY_HTTP_BASIC_PYPI_USERNAME: __token__
+          POETRY_HTTP_BASIC_PYPI_PASSWORD: ${{ secrets.PYPI_API_TOKEN }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 66c6a79..b54d1f3 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -44,7 +44,3 @@ repos:
     hooks:
       - id: python-bandit-vulnerability-check
         args: [--skip, "B101", --recursive, clumper]
-  - repo: https://github.com/regebro/pyroma
-    rev: "4.1"
-    hooks:
-      - id: pyroma
diff --git a/docs/Makefile b/docs/Makefile
index 3c99684..74c99e7 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -18,6 +18,3 @@ help:
 # "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
 %: Makefile
 	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
-
-livehtml:
-	sphinx-autobuild "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
diff --git a/docs/requirements.txt b/docs/requirements.txt
deleted file mode 100644
index 7c871d6..0000000
--- a/docs/requirements.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-myst_parser==0.18.1
-sphinx==5.3.0
-sphinx-autobuild==2021.3.14
-sphinx_rtd_theme==1.1.1
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..eb76e33
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1329 @@
+# This file is automatically @generated by Poetry and should not be changed by hand.
+
+[[package]]
+name = "alabaster"
+version = "0.7.13"
+description = "A configurable sidebar-enabled Sphinx theme"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3"},
+    {file = "alabaster-0.7.13.tar.gz", hash = "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"},
+]
+
+[[package]]
+name = "astroid"
+version = "2.13.2"
+description = "An abstract syntax tree for Python with inference support."
+category = "dev"
+optional = false
+python-versions = ">=3.7.2"
+files = [
+    {file = "astroid-2.13.2-py3-none-any.whl", hash = "sha256:8f6a8d40c4ad161d6fc419545ae4b2f275ed86d1c989c97825772120842ee0d2"},
+    {file = "astroid-2.13.2.tar.gz", hash = "sha256:3bc7834720e1a24ca797fd785d77efb14f7a28ee8e635ef040b6e2d80ccb3303"},
+]
+
+[package.dependencies]
+lazy-object-proxy = ">=1.4.0"
+typing-extensions = ">=4.0.0"
+wrapt = [
+    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
+]
+
+[[package]]
+name = "attrs"
+version = "22.2.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
+]
+
+[package.extras]
+cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
+tests = ["attrs[tests-no-zope]", "zope.interface"]
+tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
+
+[[package]]
+name = "babel"
+version = "2.11.0"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "Babel-2.11.0-py3-none-any.whl", hash = "sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe"},
+    {file = "Babel-2.11.0.tar.gz", hash = "sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6"},
+]
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+name = "certifi"
+version = "2022.12.7"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
+    {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"},
+]
+
+[[package]]
+name = "cfgv"
+version = "3.3.1"
+description = "Validate configuration and produce human readable error messages."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+files = [
+    {file = "cfgv-3.3.1-py2.py3-none-any.whl", hash = "sha256:c6a0883f3917a037485059700b9e75da2464e6c27051014ad85ba6aaa5884426"},
+    {file = "cfgv-3.3.1.tar.gz", hash = "sha256:f5a830efb9ce7a445376bb66ec94c638a9787422f96264c98edc6bdeed8ab736"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.0.1"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = "*"
+files = [
+    {file = "charset-normalizer-3.0.1.tar.gz", hash = "sha256:ebea339af930f8ca5d7a699b921106c6e29c617fe9606fa7baa043c1cdae326f"},
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+]
+
+[[package]]
+name = "zipp"
+version = "3.11.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
+    {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.9"
+content-hash = "ca4385d05287a32790017ca91fc7eb3f90cde2b2f373fc0a399cdd7a9fe56dd7"
diff --git a/pyproject.toml b/pyproject.toml
index 730ac84..a8aba01 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,23 +1,18 @@
-[build-system]
-requires = ["setuptools"]
-build-backend = "setuptools.build_meta"
-
-[project]
-name = "scw_serverless"
+[tool.poetry]
+name = "scw-serverless"
 version = "0.0.2"
-description = "An API framework to make it easy to work with Scaleway Serverless functions."
-authors = [
-    { name = "Scaleway Serverless Team", email = "opensource@scaleway.com" },
-]
+description = "Framework for writing serverless APIs in Python, using Scaleway functions and containers."
+authors = ["Scaleway Serverless Team <opensource@scaleway.com>"]
 readme = "README.md"
-requires-python = ">=3.9"
-license = { file = "LICENSE" }
+license = "MIT"
+repository = "https://github.com/scaleway/serverless-api-project"
+documentation = "https://serverless-api-project.readthedocs.io/en/latest/"
 keywords = ["serverless", "scaleway", "functions", "cloud", "faas"]
 
 # Should be one of:
-# 'Development Status :: 3 - Alpha'
-# 'Development Status :: 4 - Beta'
-# 'Development Status :: 5 - Production/Stable'
+# "Development Status :: 3 - Alpha"
+# "Development Status :: 4 - Beta"
+# "Development Status :: 5 - Production/Stable"
 classifiers = [
     "Development Status :: 3 - Alpha",
     "Intended Audience :: Developers",
@@ -31,29 +26,35 @@ classifiers = [
     "Programming Language :: Python :: 3.11",
 ]
 
-dependencies = [
-    "click >= 8",
-    "PyYAML >= 6",
-    "scaleway >= 0.5",
-    # Requires support for pyproject.toml
-    "setuptools >= 61",
-    "requests >= 2",
-    "typing_extensions; python_version<'3.11'",
-]
+packages = [{include = "scw_serverless"}]
+include = ["scw_serverless/**/*.yaml", "scw_serverless/**/*.json"]
 
-[project.urls]
-documentation = "https://serverless-api-project.readthedocs.io/en/latest/"
-repository = "https://github.com/scaleway/serverless-api-project"
-
-[project.scripts]
+[tool.poetry.scripts]
 scw-serverless = "scw_serverless.cli:main"
 
-[tool.setuptools]
-# Using: https://setuptools.pypa.io/en/latest/userguide/package_discovery.html#flat-layout
-include-package-data = true
+[tool.poetry.dependencies]
+python = "^3.9"
+click = "^8.1.3"
+scaleway = "^0.5.0"
+requests = "^2.28.2"
+typing-extensions = { version = "^4.4.0", python = "<3.11" }
+pyyaml = "^6.0"
+
+[tool.poetry.group.dev.dependencies]
+pre-commit = "^2.21.0"
+pytest = "^7.2.0"
+pytest-xdist = "^3.1.0"
+pylint = "^2.15.10"
+pylint-per-file-ignores = "^1.1.0"
+responses = "^0.22"
 
-[tool.setuptools.package-data]
-scw_serverless = ["**/*.json", "**/*.yml"]
+[tool.poetry.group.doc]
+optional = true
+
+[tool.poetry.group.doc.dependencies]
+myst_parser = "^0.18.1"
+sphinx = "^5.3.0"
+sphinx_rtd_theme = "^1.1.1"
 
 [tool.pylint]
 load-plugins = ["pylint_per_file_ignores"]
@@ -81,3 +82,7 @@ exclude = ["**/node_modules", "**/__pycache__", "**/package/**"]
 # Compatible with Sphinx
 convention = "google"
 add_ignore = ["D100", "D107"]
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/readthedocs.yml b/readthedocs.yml
new file mode 100644
index 0000000..2c5f75c
--- /dev/null
+++ b/readthedocs.yml
@@ -0,0 +1,12 @@
+version: 2
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.10"
+  jobs:
+    post_install:
+      - pip install poetry==1.3.2
+      - poetry config virtualenvs.create false
+      - poetry install --with doc
+sphinx:
+   configuration: docs/conf.py
diff --git a/requirements-dev.txt b/requirements-dev.txt
deleted file mode 100644
index b6e0d2f..0000000
--- a/requirements-dev.txt
+++ /dev/null
@@ -1,7 +0,0 @@
-pytest==7.2.0
-pytest-xdist==3.1.0
-pylint==2.15.10
-pylint-per-file-ignores==1.1.0
-responses==0.22
-
--r requirements.txt
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index f183234..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-click==8.1.3
-PyYAML==6.0
-scaleway==0.5.0
-setuptools==66.0.0
-requests==2.28.2
-typing_extensions==4.4.0
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 6068493..0000000
--- a/setup.py
+++ /dev/null
@@ -1,3 +0,0 @@
-from setuptools import setup
-
-setup()
diff --git a/tests/test_app.py b/tests/test_app.py
index 9f6c9c9..0554d94 100644
--- a/tests/test_app.py
+++ b/tests/test_app.py
@@ -22,5 +22,5 @@ def test_multiple_function_export():
 
 
 def test_get_command_path():
-    assert get_command_path("serverless")
+    assert get_command_path("python")
     assert get_command_path("node")