diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 3f826f5..057f0c8 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -32,8 +32,8 @@ jobs:
         run: |
           sudo apt-get update
           sudo apt-get upgrade -y
-          sudo apt-get install -y build-essential python-setuptools python3-pip
-          pip3 install setuptools
+          sudo apt-get install -y build-essential python3-pip fakeroot build-essential devscripts debhelper
+          pip3 install build wheel2deb
 
       - name: Checkout
         uses: actions/checkout@v2
@@ -44,26 +44,22 @@ jobs:
         id: get_version
         uses: battila7/get-version-action@v2
 
-      - name: Install nFPM
-        run: |
-          go install github.com/goreleaser/nfpm/v2/cmd/nfpm@v2.11.3
-
       - name: Build partition-manager
         run: |
-          mkdir install
-          python3 setup.py install --root "install/" --prefix "/usr/local" --install-lib "/usr/lib/python3/dist-packages"
+          python3 -m build
 
       - name: Build deb
         run: |
-          SEMVER=${{ steps.get_version.outputs.version }}
-          mkdir nfpm-pkg
-          nfpm package -p deb --target "nfpm-pkg/"
+          wheel2deb -x ./dist --depends python3-yaml
+          wheel2deb build
 
       - name: "Publish release"
-        uses: "marvinpinto/action-automatic-releases@d68defdd11f9dcc7f52f35c1b7c236ee7513bcc1"
+        uses: "marvinpinto/action-automatic-releases@919008cf3f741b179569b7a6fb4d8860689ab7f0"
         with:
           repo_token: "${{ secrets.GITHUB_TOKEN }}"
           automatic_release_tag: "${{ steps.get_version.outputs.version }}"
           title: "partition-manager ${{ steps.get_version.outputs.version }}"
           files: |
-            nfpm-pkg/*.deb
+            dist/*.whl
+            dist/*.tar.gz
+            output/*.deb
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..05567ed
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,35 @@
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[project]
+name = "mariadb-sequential-partition-manager"
+maintainers = [
+  {name = "J.C. Jones", email = "jc@letsencrypt.org"},
+]
+version = "0.4.0"
+description = "Manage DB partitions based on sequential IDs"
+license = {file = "LICENSE.txt"}
+classifiers = [
+  "Development Status :: 4 - Beta",
+  "License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)",
+  "Programming Language :: Python :: 3",
+]
+keywords = ["database", "mariadb"]
+install_requires = [
+  "pyyaml",
+]
+requires-python = ">=3.8"
+readme = "README.md"
+
+[tool.hatch.build.targets.wheel]
+packages = ["partitionmanager"]
+
+[project.optional-dependencies]
+pymysql = ["PyMySQL >= 1.0.2"]
+
+[project.urls]
+Repository = "http://github.com/letsencrypt/mariadb-sequential-partition-manager"
+
+[project.scripts]
+partition-manager = "partitionmanager.cli:main"
diff --git a/setup.py b/setup.py
deleted file mode 100644
index a4bb8dd..0000000
--- a/setup.py
+++ /dev/null
@@ -1,27 +0,0 @@
-from setuptools import setup
-
-
-setup(
-    name="mariadb-sequential-partition-manager",
-    version="0.3.7",
-    description="Manage DB partitions based on sequential IDs",
-    long_description="Manage MariaDB Partitions based on sequential IDs",
-    classifiers=[
-        "Development Status :: 4 - Beta",
-        "License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)",
-        "Programming Language :: Python :: 3",
-    ],
-    keywords="database",
-    url="http://github.com/letsencrypt/mariadb-sequential-partition-manager",
-    author="J.C. Jones",
-    author_email="jc@letsencrypt.org",
-    license="Mozilla Public License 2.0 (MPL 2.0)",
-    zip_safe=False,
-    include_package_data=True,
-    python_requires=">=3.6",
-    install_requires=["pyyaml"],
-    extras_require={"pymysql": ["PyMySQL >= 1.0.2"]},
-    packages=["partitionmanager"],
-    entry_points={"console_scripts": ["partition-manager=partitionmanager.cli:main"]},
-    options={"build_scripts": {"executable": "/usr/bin/env python3"}},
-)
diff --git a/wheel2deb.yml b/wheel2deb.yml
new file mode 100644
index 0000000..2a1ee5a
--- /dev/null
+++ b/wheel2deb.yml
@@ -0,0 +1,4 @@
+mariadb-sequential-partition-manager:
+  maintainer_name: "Let's Encrypt"
+  maintainer_email: "opensource@letsencrypt.org"
+  extended_desc: "Manage DB partitions based on sequential IDs"