diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 484f8ee1..0fbe3d3f 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -28,15 +28,14 @@ Please write unit tests for your change. There are two kinds of tests:
 ### Running all tests
 
 ```shell
-python setup.py test
-cd tests/end2end/ &&  PYTHONPATH=../.. ./manage.py test
+tox
 ```
 
 The former runs the regular unit tests, the latter runs the Django
 unit test.
 
-To avoid setting PYTHONPATH every time, you can also run `python
-setup.py install`.
+To avoid setting PYTHONPATH every time, you can also run `pip install
+-e .`
 
 ### Running the test Django app
 
diff --git a/README.md b/README.md
index 0f2cf659..fc26c6bb 100644
--- a/README.md
+++ b/README.md
@@ -36,7 +36,7 @@ pip install django-prometheus
 Or, if you're using a development version cloned from this repository:
 
 ```shell
-python path-to-where-you-cloned-django-prometheus/setup.py install
+pip install -e path-to-where-you-cloned-django-prometheus/setup.py
 ```
 
 This will install [prometheus_client](https://github.com/prometheus/client_python) as a dependency.
diff --git a/pyproject.toml b/pyproject.toml
index d59b21fc..d81c7d8d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,54 @@
+[project]
+name = "django-prometheus"
+authors = [{name = "Uriel Corfa", email = "uriel@corfa.fr"}]
+license = {text = "Apache"}
+description = "Django middlewares to monitor your application with Prometheus.io."
+keywords = ["django", "monitoring", "prometheus"]
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Intended Audience :: Developers",
+    "Intended Audience :: Information Technology",
+    "Intended Audience :: System Administrators",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.7",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Framework :: Django :: 3.2",
+    "Framework :: Django :: 4.0",
+    "Framework :: Django :: 4.1",
+    "Framework :: Django :: 4.2",
+    "Topic :: System :: Monitoring",
+    "License :: OSI Approved :: Apache Software License",
+]
+dependencies = ["prometheus-client>=0.7"]
+dynamic = ["version"]
+
+[project.readme]
+file = "README.md"
+content-type = "text/markdown"
+
+[project.urls]
+Homepage = "https://github.com/korfuri/django-prometheus"
+Changelog = "https://github.com/korfuri/django-prometheus/blob/master/CHANGELOG.md"
+Documentation = "https://github.com/korfuri/django-prometheus/blob/master/README.md"
+Source = "https://github.com/korfuri/django-prometheus"
+Tracker = "https://github.com/korfuri/django-prometheus/issues"
+
+[project.optional-dependencies]
+testing = ["pytest", "pytest-django"]
+
+[tool.setuptools]
+include-package-data = false
+
+[tool.setuptools.packages.find]
+exclude = ["tests"]
+namespaces = false
+
+[tool.setuptools.dynamic]
+version = {attr = "django_prometheus.__version__"}
+
 [build-system]
 requires = [ "setuptools >= 67.7.2", "wheel >= 0.40.0"]
 build-backend = "setuptools.build_meta"
diff --git a/setup.cfg b/setup.cfg
index c86d8633..95016d0c 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,6 +1,3 @@
-[aliases]
-test=pytest
-
 [pycodestyle]
 max-line-length = 110
 
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 471439d9..00000000
--- a/setup.py
+++ /dev/null
@@ -1,66 +0,0 @@
-import re
-
-from setuptools import find_packages, setup
-
-with open("README.md") as fl:
-    LONG_DESCRIPTION = fl.read()
-
-
-def get_version():
-    version_file = open("django_prometheus/__init__.py", "r").read()
-    version_match = re.search(
-        r'^__version__ = [\'"]([^\'"]*)[\'"]', version_file, re.MULTILINE
-    )
-    if version_match:
-        return version_match.group(1)
-    raise RuntimeError("Unable to find version string.")
-
-
-setup(
-    name="django-prometheus",
-    version=get_version(),
-    author="Uriel Corfa",
-    author_email="uriel@corfa.fr",
-    description=("Django middlewares to monitor your application with Prometheus.io."),
-    license="Apache",
-    keywords="django monitoring prometheus",
-    url="http://github.com/korfuri/django-prometheus",
-    project_urls={
-        "Changelog": "https://github.com/korfuri/django-prometheus/blob/master/CHANGELOG.md",
-        "Documentation": "https://github.com/korfuri/django-prometheus/blob/master/README.md",
-        "Source": "https://github.com/korfuri/django-prometheus",
-        "Tracker": "https://github.com/korfuri/django-prometheus/issues",
-    },
-    packages=find_packages(
-        exclude=[
-            "tests",
-        ]
-    ),
-    test_suite="django_prometheus.tests",
-    long_description=LONG_DESCRIPTION,
-    long_description_content_type="text/markdown",
-    tests_require=["pytest", "pytest-django"],
-    setup_requires=["pytest-runner"],
-    options={"bdist_wheel": {"universal": "1"}},
-    install_requires=[
-        "prometheus-client>=0.7",
-    ],
-    classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Intended Audience :: Developers",
-        "Intended Audience :: Information Technology",
-        "Intended Audience :: System Administrators",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.7",
-        "Programming Language :: Python :: 3.8",
-        "Programming Language :: Python :: 3.9",
-        "Programming Language :: Python :: 3.10",
-        "Programming Language :: Python :: 3.11",
-        "Framework :: Django :: 3.2",
-        "Framework :: Django :: 4.0",
-        "Framework :: Django :: 4.1",
-        "Framework :: Django :: 4.2",
-        "Topic :: System :: Monitoring",
-        "License :: OSI Approved :: Apache Software License",
-    ],
-)