diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..d5799bd
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,2 @@
+# GitHub syntax highlighting
+pixi.lock linguist-language=YAML
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index d8bd7ee..516ac2c 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -5,9 +5,6 @@ concurrency:
   group: ${{ github.head_ref || github.run_id }}
   cancel-in-progress: true
 
-env:
-  CONDA_EXE: mamba
-
 on:
   push:
     branches:
@@ -20,41 +17,41 @@ jobs:
 
   run-tests:
 
-    name: Run tests for ${{ matrix.os }} on ${{ matrix.python-version }}
+    name: Run tests for ${{ matrix.os }} on ${{ matrix.environment }}
     runs-on: ${{ matrix.os }}
 
     strategy:
       fail-fast: false
       matrix:
         os: ['ubuntu-latest', 'macos-latest', 'windows-latest']
-        python-version: ['3.8', '3.9', '3.10', '3.11', '3.12']
+        environment: ['py38', 'py39', 'py310', 'py311', 'py312']
 
     steps:
       - uses: actions/checkout@v4
-      - uses: julia-actions/setup-julia@v2
-      - uses: actions/setup-python@v5
+      - if: matrix.os == 'macos-latest' || matrix.os == 'windows-latest'
+        uses: julia-actions/setup-julia@v2
+      - uses: prefix-dev/setup-pixi@v0.6.0
         with:
-          python-version: ${{ matrix.python-version }}
-          cache: pip
-          allow-prereleases: true
-      - run: pip install tox
+          pixi-version: v0.20.1
+          # cache: true
+          environments: ${{ matrix.environment }}
 
       # Unit, integration, and end-to-end tests.
 
       - name: Run unit tests and doctests.
         shell: bash -l {0}
-        run: tox -e pytest -- -m "unit or (not integration and not end_to_end)" --cov=./ --cov-report=xml -n auto
+        run: pixi run -e ${{ matrix.environment }} test -m "unit or (not integration and not end_to_end)" --cov-report=xml -n auto
 
-      - name: Upload coverage report for unit tests and doctests.
-        if: runner.os == 'Linux' && matrix.python-version == '3.10'
-        shell: bash -l {0}
-        run: bash <(curl -s https://codecov.io/bash) -F unit -c
+      - name: Upload unit test coverage reports to Codecov with GitHub Action
+        uses: codecov/codecov-action@v4
+        with:
+          flags: unit
 
       - name: Run end-to-end tests.
         shell: bash -l {0}
-        run: tox -e pytest -- -m end_to_end --cov=./ --cov-report=xml -n auto
+        run: pixi run -e ${{ matrix.environment }} test -m end_to_end --cov-report=xml -n auto
 
-      - name: Upload coverage reports of end-to-end tests.
-        if: runner.os == 'Linux' && matrix.python-version == '3.10'
-        shell: bash -l {0}
-        run: bash <(curl -s https://codecov.io/bash) -F end_to_end -c
+      - name: Upload end_to_end test coverage reports to Codecov with GitHub Action
+        uses: codecov/codecov-action@v4
+        with:
+          flags: end_to_end
diff --git a/.gitignore b/.gitignore
index ae2dd02..5e89bcb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,3 +17,11 @@ __pycache__
 build
 dist
 src/pytask_julia/_version.py
+
+.mypy_cache
+.ruff_cache
+.pytest_cache
+
+# pixi environments
+.pixi
+*.egg-info
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e4a58b1..e28c357 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -58,12 +58,6 @@ repos:
   rev: v2.2.6
   hooks:
     -   id: codespell
--   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/CHANGES.md b/CHANGES.md
index 261f008..0716836 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -5,6 +5,10 @@ chronological order. Releases follow [semantic versioning](https://semver.org/)
 releases are available on [PyPI](https://pypi.org/project/pytask-julia) and
 [Anaconda.org](https://anaconda.org/conda-forge/pytask-julia).
 
+## 0.x.x - 2024-xx-xx
+
+- {pull}`31` uses pixi to provision Julia if possible.
+
 ## 0.4.0 - 2023-10-08
 
 - {pull}`24` prepares the release of pytask v0.4.0.
diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index 81a6ce6..0000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1,14 +0,0 @@
-prune tests
-
-exclude .coveragerc
-exclude *.ini
-exclude *.md
-exclude *.toml
-exclude *.yaml
-exclude *.yml
-
-include README.md
-include LICENSE
-include pyproject.toml
-
-recursive-include src py.typed
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index 97c1088..0000000
--- a/environment.yml
+++ /dev/null
@@ -1,33 +0,0 @@
-name: pytask-julia
-
-channels:
-  - conda-forge
-  - conda-forge/label/pytask_rc
-  - conda-forge/label/pytask_parallel_rc
-  - nodefaults
-
-dependencies:
-  - python
-  - pip
-  - setuptools_scm
-  - toml
-
-  # Package dependencies
-  - julia
-  - pytask >=0.4.0
-  - pytask-parallel >=0.4.0
-
-  # Optional package dependencies
-  - pyyaml
-
-  # Misc
-  - black
-  - bumpversion
-  - jupyterlab
-  - pre-commit
-  - pytest-cov
-  - pytest-xdist
-  - tox-conda
-
-  - pip:
-    - -e .
diff --git a/pixi.lock b/pixi.lock
new file mode 100644
index 0000000..076eed4
--- /dev/null
+++ b/pixi.lock
@@ -0,0 +1,6879 @@
+version: 4
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+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.2.2-hbcca054_0.conda
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+  build: h166bdaf_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2
+  sha256: 03a6d28ded42af8a347345f82f3eebdd6807a08526d47899a42d62d319609162
+  md5: 2161070d867d1b1204ea749c8eec4ef0
+  depends:
+  - libgcc-ng >=12
+  license: LGPL-2.1 and GPL-2.0
+  size: 418368
+  timestamp: 1660346797927
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h57fd34a_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/xz-5.2.6-h57fd34a_0.tar.bz2
+  sha256: 59d78af0c3e071021cfe82dc40134c19dab8cdf804324b62940f5c8cd71803ec
+  md5: 39c6b54e94014701dd157f4f576ed211
+  license: LGPL-2.1 and GPL-2.0
+  size: 235693
+  timestamp: 1660346961024
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h775f41a_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/xz-5.2.6-h775f41a_0.tar.bz2
+  sha256: eb09823f34cc2dd663c0ec4ab13f246f45dcd52e5b8c47b9864361de5204a1c8
+  md5: a72f9d4ea13d55d745ff1ed594747f10
+  license: LGPL-2.1 and GPL-2.0
+  size: 238119
+  timestamp: 1660346964847
+- kind: conda
+  name: xz
+  version: 5.2.6
+  build: h8d14728_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/xz-5.2.6-h8d14728_0.tar.bz2
+  sha256: 54d9778f75a02723784dc63aff4126ff6e6749ba21d11a6d03c1f4775f269fe0
+  md5: 515d77642eaa3639413c6b1bc3f94219
+  depends:
+  - vc >=14.1,<15
+  - vs2015_runtime >=14.16.27033
+  license: LGPL-2.1 and GPL-2.0
+  size: 217804
+  timestamp: 1660346976440
+- kind: conda
+  name: zlib
+  version: 1.2.13
+  build: h8a1eda9_5
+  build_number: 5
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/zlib-1.2.13-h8a1eda9_5.conda
+  sha256: d1f4c82fd7bd240a78ce8905e931e68dca5f523c7da237b6b63c87d5625c5b35
+  md5: 75a8a98b1c4671c5d2897975731da42d
+  depends:
+  - libzlib 1.2.13 h8a1eda9_5
+  license: Zlib
+  license_family: Other
+  size: 90764
+  timestamp: 1686575574678
+- kind: conda
+  name: zlib
+  version: 1.2.13
+  build: hd590300_5
+  build_number: 5
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.2.13-hd590300_5.conda
+  sha256: 9887a04d7e7cb14bd2b52fa01858f05a6d7f002c890f618d9fcd864adbfecb1b
+  md5: 68c34ec6149623be41a1933ab996a209
+  depends:
+  - libgcc-ng >=12
+  - libzlib 1.2.13 hd590300_5
+  license: Zlib
+  license_family: Other
+  size: 92825
+  timestamp: 1686575231103
+- kind: conda
+  name: zstd
+  version: 1.5.6
+  build: h915ae27_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.6-h915ae27_0.conda
+  sha256: efa04a98cb149643fa54c4dad5a0179e36a5fbc88427ea0eec88ceed87fd0f96
+  md5: 4cb2cd56f039b129bb0e491c1164167e
+  depends:
+  - __osx >=10.9
+  - libzlib >=1.2.13,<1.3.0a0
+  license: BSD-3-Clause
+  size: 498900
+  timestamp: 1714723303098
+- kind: conda
+  name: zstd
+  version: 1.5.6
+  build: ha6fb4c9_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.6-ha6fb4c9_0.conda
+  sha256: c558b9cc01d9c1444031bd1ce4b9cff86f9085765f17627a6cd85fc623c8a02b
+  md5: 4d056880988120e29d75bfff282e0f45
+  depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - libzlib >=1.2.13,<1.3.0a0
+  license: BSD-3-Clause
+  size: 554846
+  timestamp: 1714722996770
diff --git a/pyproject.toml b/pyproject.toml
index 6296c99..2daf825 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,3 @@
-[build-system]
-requires = ["setuptools>=45", "wheel", "setuptools_scm[toml]>=6.0"]
-build-backend = "setuptools.build_meta"
-
 [project]
 name = "pytask_julia"
 description = "A Pytask plugin for Julia"
@@ -10,13 +6,10 @@ classifiers = [
     "License :: OSI Approved :: MIT License",
     "Operating System :: OS Independent",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3 :: Only"
+    "Programming Language :: Python :: 3 :: Only",
 ]
 requires-python = ">=3.8"
-dependencies = [
-    "pluggy>=1.0.0",
-    "pytask>=0.4.5"
-]
+dependencies = ["click", "pluggy>=1.0.0", "pytask>=0.4.5"]
 dynamic = ["version"]
 
 [[project.authors]]
@@ -37,27 +30,35 @@ Documentation = "https://github.com/pytask-dev/pytask-julia"
 Github = "https://github.com/pytask-dev/pytask-julia"
 Tracker = "https://github.com/pytask-dev/pytask-julia/issues"
 
-[tool.setuptools]
-include-package-data = true
-zip-safe = false
-platforms = ["any"]
-license-files = ["LICENSE"]
-
-[tool.check-manifest]
-ignore = ["src/pytask_julia/_version.py"]
-
 [project.entry-points.pytask]
 pytask_julia = "pytask_julia.plugin"
 
-[tool.setuptools.package-dir]
-"" = "src"
+[project.optional-dependencies]
+test = ["pytask-parallel", "pytest", "pytest-cov", "pytest-xdist", "pyyaml"]
+
+[tool.rye]
+managed = true
 
-[tool.setuptools.packages.find]
-where = ["src"]
-namespaces = false
+[build-system]
+requires = ["hatchling", "hatch-vcs"]
+build-backend = "hatchling.build"
+
+[tool.hatch.build.hooks.vcs]
+version-file = "src/pytask_julia/_version.py"
+
+[tool.hatch.build.targets.sdist]
+exclude = ["tests"]
+only-packages = true
 
-[tool.setuptools_scm]
-write_to = "src/pytask_julia/_version.py"
+[tool.hatch.build.targets.wheel]
+exclude = ["tests"]
+only-packages = true
+
+[tool.hatch.version]
+source = "vcs"
+
+[tool.hatch.metadata]
+allow-direct-references = true
 
 [tool.mypy]
 files = ["src", "tests"]
@@ -81,9 +82,9 @@ unsafe-fixes = true
 
 [tool.ruff.lint]
 extend-ignore = [
-    "ANN401",  # flake8-annotate typing.Any
-    "COM812",  # Comply with ruff-format.
-    "ISC001",  # Comply with ruff-format.
+    "ANN401", # flake8-annotate typing.Any
+    "COM812", # Comply with ruff-format.
+    "ISC001", # Comply with ruff-format.
 ]
 select = ["ALL"]
 
@@ -97,8 +98,7 @@ force-single-line = true
 convention = "numpy"
 
 [tool.pytest.ini_options]
-# Do not add src since it messes with the loading of pytask-parallel as a plugin.
-testpaths = ["tests"]
+testpaths = ["src", "tests"]
 markers = [
     "wip: Tests that are work-in-progress.",
     "unit: Flag for unit tests which target mainly a single function.",
@@ -106,3 +106,40 @@ markers = [
     "end_to_end: Flag for tests that cover the whole program.",
 ]
 norecursedirs = [".idea", ".tox"]
+
+[tool.pixi.project]
+channels = ["conda-forge"]
+platforms = ["win-64", "linux-64", "osx-64", "osx-arm64"]
+
+[tool.pixi.pypi-dependencies]
+pytask_julia = { path = ".", editable = true }
+
+[tool.pixi.environments]
+default = { solve-group = "default" }
+test = { features = ["test"], solve-group = "default" }
+py38 = { features = ["py38", "test"]}
+py39 = { features = ["py39", "test"]}
+py310 = { features = ["py310", "test"]}
+py311 = { features = ["py311", "test"]}
+py312 = { features = ["py312", "test"]}
+
+[tool.pixi.feature.py38.dependencies]
+python = "3.8.*"
+[tool.pixi.feature.py39.dependencies]
+python = "3.9.*"
+[tool.pixi.feature.py310.dependencies]
+python = "3.10.*"
+[tool.pixi.feature.py311.dependencies]
+python = "3.11.*"
+[tool.pixi.feature.py312.dependencies]
+python = "3.12.*"
+
+[tool.pixi.feature.test.target.linux-64.dependencies]
+julia = ">=1.0.0"
+
+[tool.pixi.feature.test.target.osx-64.dependencies]
+julia = ">=1.0.0"
+
+[tool.pixi.feature.test.tasks]
+setup-julia = "julia --project=. --eval 'import Pkg; Pkg.instantiate()'"
+test = { cmd = "pytest --cov src --cov tests", depends_on = ["setup-julia"] }