diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 223d7d7..848759d 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -18,6 +18,21 @@ on:
 
 jobs:
 
+  build-package:
+    name: Build & verify package
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - uses: hynek/build-and-inspect-python-package@v2
+        id: baipp
+
+    outputs:
+      python-versions: ${{ steps.baipp.outputs.supported_python_classifiers_json_array }}
+
   run-tests:
 
     name: Run tests for ${{ matrix.os }} on ${{ matrix.python-version }}
diff --git a/.gitignore b/.gitignore
index 1dc2b6d..65c4cc6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,3 +20,4 @@ tests/test_jupyter/*.txt
 .mypy_cache
 .pytest_cache
 .ruff_cache
+.venv
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 986cb85..068d0a5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -77,12 +77,6 @@ repos:
             types-setuptools,
         ]
         pass_filenames: false
--   repo: https://github.com/mgedmin/check-manifest
-    rev: "0.49"
-    hooks:
-    -   id: check-manifest
-        args: [--no-build-isolation]
-        additional_dependencies: [setuptools-scm, toml, wheel]
 -   repo: meta
     hooks:
     -   id: check-hooks-apply
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..8531a3b
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12.2
diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index b3ea241..0000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1,12 +0,0 @@
-prune docs
-prune tests
-
-exclude *.md
-exclude *.yaml
-exclude *.yml
-exclude tox.ini
-
-include README.md
-include LICENSE
-
-recursive-include src py.typed
diff --git a/docs/source/changes.md b/docs/source/changes.md
index 183b9e5..c7215bd 100644
--- a/docs/source/changes.md
+++ b/docs/source/changes.md
@@ -22,6 +22,7 @@ releases are available on [PyPI](https://pypi.org/project/pytask-parallel) and
 - {pull}`99` changes that all tasks that are ready are being scheduled. It improves
   interactions with adaptive scaling. {issue}`98` does handle the resulting issues: no
   strong adherence to priorities, no pending status.
+- {pull}`100` adds project management with rye.
 
 ## 0.4.1 - 2024-01-12
 
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index a7ad075..0000000
--- a/environment.yml
+++ /dev/null
@@ -1,43 +0,0 @@
-name: pytask-parallel
-
-channels:
-  - conda-forge
-  - nodefaults
-
-dependencies:
-  - python
-  - pip
-  - setuptools_scm
-  - toml
-
-  # Package dependencies
-  - pytask>=0.4.5
-  - cloudpickle
-  - loky
-  - optree
-
-  # Additional dependencies
-  - universal_pathlib <0.2
-  - s3fs>=2023.4.0
-  - coiled
-  - distributed
-
-  # Misc
-  - tox
-  - ipywidgets
-  - nbmake
-  - pytest-cov
-
-  # Documentation
-  - furo
-  - myst-parser
-  - nbsphinx
-  - sphinx
-  - sphinx-click
-  - sphinx-copybutton
-  - sphinx-design >=0.3.0
-  - sphinx-toolbox
-  - sphinxext-opengraph
-
-  - pip:
-    - -e .
diff --git a/pyproject.toml b/pyproject.toml
index d28f4ea..501608d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,3 @@
-[build-system]
-build-backend = "setuptools.build_meta"
-requires = ["setuptools>=64", "setuptools_scm[toml]>=8"]
-
 [project]
 name = "pytask_parallel"
 description = "Parallelize the execution of tasks with pytask."
@@ -20,7 +16,7 @@ dependencies = [
     "loky",
     "pluggy>=1.0.0",
     "pytask>=0.4.5",
-    "rich"
+    "rich",
 ]
 dynamic = ["version"]
 
@@ -29,19 +25,20 @@ name = "Tobias Raabe"
 email = "raabe@posteo.de"
 
 [project.optional-dependencies]
+coiled = ["coiled>=0.9.4"]
 dask = ["dask[complete]", "distributed"]
 docs = [
-  "furo",
-  "ipython",
-  "matplotlib",
-  "myst-parser",
-  "nbsphinx",
-  "sphinx",
-  "sphinx-click",
-  "sphinx-copybutton",
-  "sphinx-design>=0.3",
-  "sphinx-toolbox",
-  "sphinxext-opengraph",
+    "furo",
+    "ipython",
+    "matplotlib",
+    "myst-parser",
+    "nbsphinx",
+    "sphinx",
+    "sphinx-click",
+    "sphinx-copybutton",
+    "sphinx-design>=0.3",
+    "sphinx-toolbox",
+    "sphinxext-opengraph",
 ]
 test = [
     "pytask-parallel[all]",
@@ -76,15 +73,36 @@ ignore = ["src/pytask_parallel/_version.py"]
 [project.entry-points.pytask]
 pytask_parallel = "pytask_parallel.plugin"
 
-[tool.setuptools.package-dir]
-"" = "src"
+[build-system]
+requires = ["hatchling", "hatch_vcs"]
+build-backend = "hatchling.build"
+
+[tool.rye]
+managed = true
+dev-dependencies = [
+    "s3fs>=2024.3.1",
+]
+
+[tool.rye.scripts]
+clean-docs = { cmd = "rm -rf docs/build" }
+build-docs = { cmd = "sphinx-build -b html docs/source docs/build" }
+
+[tool.hatch.build.hooks.vcs]
+version-file = "src/pytask_parallel/_version.py"
+
+[tool.hatch.build.targets.sdist]
+exclude = ["tests"]
+only-packages = true
+
+[tool.hatch.build.targets.wheel]
+exclude = ["tests"]
+only-packages = true
 
-[tool.setuptools.packages.find]
-where = ["src"]
-namespaces = false
+[tool.hatch.version]
+source = "vcs"
 
-[tool.setuptools_scm]
-version_file = "src/pytask_parallel/_version.py"
+[tool.hatch.metadata]
+allow-direct-references = true
 
 [tool.mypy]
 files = ["src", "tests"]
@@ -108,9 +126,7 @@ unsafe-fixes = true
 
 [tool.ruff.lint]
 extend-ignore = [
-    # Others.
     "ANN101",  # type annotating self
-    "ANN102",  # type annotating cls
     "ANN401",  # flake8-annotate typing.Any
     "COM812",  # Comply with ruff-format.
     "ISC001",  # Comply with ruff-format.
@@ -120,6 +136,7 @@ select = ["ALL"]
 [tool.ruff.lint.per-file-ignores]
 "tests/*" = ["D", "ANN", "PLR2004", "S101"]
 "docs/source/conf.py" = ["INP001"]
+"docs_src/*" = ["ARG001", "D", "INP001", "S301"]
 
 [tool.ruff.lint.isort]
 force-single-line = true
diff --git a/requirements-dev.lock b/requirements-dev.lock
new file mode 100644
index 0000000..70e3e4a
--- /dev/null
+++ b/requirements-dev.lock
@@ -0,0 +1,86 @@
+# generated by rye
+# use `rye lock` or `rye sync` to update this lockfile
+#
+# last locked with the following flags:
+#   pre: false
+#   features: []
+#   all-features: false
+#   with-sources: false
+
+-e file:.
+aiobotocore==2.12.3
+    # via s3fs
+aiohttp==3.9.4
+    # via aiobotocore
+    # via s3fs
+aioitertools==0.11.0
+    # via aiobotocore
+aiosignal==1.3.1
+    # via aiohttp
+attrs==23.2.0
+    # via aiohttp
+    # via pytask
+    # via pytask-parallel
+botocore==1.34.69
+    # via aiobotocore
+click==8.1.7
+    # via click-default-group
+    # via pytask
+    # via pytask-parallel
+click-default-group==1.2.4
+    # via pytask
+cloudpickle==3.0.0
+    # via loky
+    # via pytask-parallel
+frozenlist==1.4.1
+    # via aiohttp
+    # via aiosignal
+fsspec==2024.3.1
+    # via s3fs
+greenlet==3.0.3
+    # via sqlalchemy
+idna==3.7
+    # via yarl
+jmespath==1.0.1
+    # via botocore
+loky==3.4.1
+    # via pytask-parallel
+markdown-it-py==3.0.0
+    # via rich
+mdurl==0.1.2
+    # via markdown-it-py
+multidict==6.0.5
+    # via aiohttp
+    # via yarl
+networkx==3.3
+    # via pytask
+optree==0.11.0
+    # via pytask
+packaging==24.0
+    # via pytask
+pluggy==1.4.0
+    # via pytask
+    # via pytask-parallel
+pygments==2.17.2
+    # via rich
+pytask==0.4.7
+    # via pytask-parallel
+python-dateutil==2.9.0.post0
+    # via botocore
+rich==13.7.1
+    # via pytask
+    # via pytask-parallel
+s3fs==2024.3.1
+six==1.16.0
+    # via python-dateutil
+sqlalchemy==2.0.29
+    # via pytask
+typing-extensions==4.11.0
+    # via optree
+    # via sqlalchemy
+urllib3==2.2.1
+    # via botocore
+wrapt==1.16.0
+    # via aiobotocore
+yarl==1.9.4
+    # via aiohttp
diff --git a/requirements.lock b/requirements.lock
new file mode 100644
index 0000000..4979697
--- /dev/null
+++ b/requirements.lock
@@ -0,0 +1,51 @@
+# generated by rye
+# use `rye lock` or `rye sync` to update this lockfile
+#
+# last locked with the following flags:
+#   pre: false
+#   features: []
+#   all-features: false
+#   with-sources: false
+
+-e file:.
+attrs==23.2.0
+    # via pytask
+    # via pytask-parallel
+click==8.1.7
+    # via click-default-group
+    # via pytask
+    # via pytask-parallel
+click-default-group==1.2.4
+    # via pytask
+cloudpickle==3.0.0
+    # via loky
+    # via pytask-parallel
+greenlet==3.0.3
+    # via sqlalchemy
+loky==3.4.1
+    # via pytask-parallel
+markdown-it-py==3.0.0
+    # via rich
+mdurl==0.1.2
+    # via markdown-it-py
+networkx==3.3
+    # via pytask
+optree==0.11.0
+    # via pytask
+packaging==24.0
+    # via pytask
+pluggy==1.4.0
+    # via pytask
+    # via pytask-parallel
+pygments==2.17.2
+    # via rich
+pytask==0.4.7
+    # via pytask-parallel
+rich==13.7.1
+    # via pytask
+    # via pytask-parallel
+sqlalchemy==2.0.29
+    # via pytask
+typing-extensions==4.11.0
+    # via optree
+    # via sqlalchemy