diff --git a/.flake8 b/.flake8
deleted file mode 100644
index acb8d849..00000000
--- a/.flake8
+++ /dev/null
@@ -1,10 +0,0 @@
-# Taken directly from https://github.com/ambv/black/blob/master/.flake8
-[flake8]
-ignore = E203, E266, E501, W503, C901, D104, D100
-max-line-length = 88
-max-complexity = 18
-select = B,C,E,F,W,T4,B9,D
-enable-extensions = flake8-docstrings
-per-file-ignores =
-    tests/**:D101,D102,D103
-docstring-convention = numpy
diff --git a/.gitattributes b/.gitattributes
index 8678f7e0..378c366d 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -4,3 +4,4 @@
 
 *.{py,yaml,yml,sh} text eol=lf
 *.bat text eol=crlf
+pixi.lock linguist-language=YAML linguist-generated=true
diff --git a/.github/actions/setup/action.yml b/.github/actions/setup/action.yml
deleted file mode 100644
index f47eb483..00000000
--- a/.github/actions/setup/action.yml
+++ /dev/null
@@ -1,29 +0,0 @@
-name: "Setup Environment"
-description: "Setup Environment for Testing"
-inputs:
-  python-version:
-    required: true
-  poetry-flags:
-    description: 'Poetry flags'
-    required: false
-    default: ''
-runs:
-  using: composite
-  steps:
-    - name: Install Poetry
-      uses: snok/install-poetry@v1
-      with:
-        virtualenvs-create: true
-        virtualenvs-in-project: true
-        installer-parallel: true
-
-    - name: Set up Python ${{ inputs.python-version }}
-      uses: actions/setup-python@v4
-      with:
-        python-version: ${{ inputs.python-version }}
-        cache: 'poetry'
-
-    - name: Install dependencies
-      shell: bash
-      run: poetry install -vv ${{ inputs.poetry-flags }} --no-interaction
-
diff --git a/.github/actions/test/action.yml b/.github/actions/test/action.yml
deleted file mode 100644
index af1629c0..00000000
--- a/.github/actions/test/action.yml
+++ /dev/null
@@ -1,14 +0,0 @@
-name: "Run Tests"
-inputs:
-  arguments:
-    description: 'Pytest arguments'
-    required: false
-    default: ''
-runs:
-  using: composite
-  steps:
-    - name: Test
-      shell: bash
-      run: |
-        poetry run pytest tests -ra -v -s ${DEBUG:+-s} ${{ inputs.arguments }}
-
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index a11949d4..38918485 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,8 +1,10 @@
 version: 2
 updates:
-  - package-ecosystem: "github-actions"
-    directory: "/"
+  - package-ecosystem: github-actions
+    directory: /
     schedule:
-      interval: "weekly"
-    reviewers:
-      - "quantco/ci"
+      interval: monthly
+    groups:
+      gh-actions:
+        patterns:
+          - "*"
diff --git a/.github/workflows/resources/docker_compose_ready.sh b/.github/scripts/docker_compose_ready.sh
similarity index 100%
rename from .github/workflows/resources/docker_compose_ready.sh
rename to .github/scripts/docker_compose_ready.sh
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 196bb0a5..df7006cb 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -2,30 +2,54 @@ name: Release
 
 on:
   push:
+    branches:
+      - main
     tags:
       - '*.*.*'
+  pull_request:
 
 jobs:
-  release:
-    name: 'Build and Release on PyPi'
+  build:
+    name: Build Package
     runs-on: ubuntu-latest
     steps:
       - name: Checkout branch
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
-      - name: Setup Environment
-        uses: ./.github/actions/setup
+      - name: Set up pixi
+        uses: prefix-dev/setup-pixi@v0.8.1
         with:
-          python-version: '3.11'
-      
+          environments: release
+
       - name: Build
-        run: poetry build
+        run: pixi run -e release hatch build
 
-      - name: Check distributions
-        run: ls -la dist
+      - name: List files
+        run: ls -l dist/
 
-      - name: Publish to PyPI
-        env:
-          POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_TOKEN }}
-        run: poetry publish
+      - name: Upload package
+        uses: actions/upload-artifact@v4
+        with:
+          name: artifact
+          path: dist/*
 
+  release:
+    name: Publish Package
+    if: startsWith(github.ref, 'refs/tags/')
+    needs: [build]
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: write
+    environment: pypi
+    steps:
+      - uses: actions/download-artifact@v4
+        with:
+          name: artifact
+          path: dist
+      - name: Publish package on TestPyPi
+        uses: pypa/gh-action-pypi-publish@ec4db0b4ddc65acdf4bff5fa45ac92d78b56bdf0
+        with:
+          repository-url: https://test.pypi.org/legacy/
+      - name: Publish package on PyPi
+        uses: pypa/gh-action-pypi-publish@ec4db0b4ddc65acdf4bff5fa45ac92d78b56bdf0
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index adc601ef..674eb275 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -13,56 +13,62 @@ on:
       - '**'
 
 jobs:
-
-  Linting:
-    name: "Linting - pre-commit hooks - Python 3.9"
+  lint:
+    name: Pre-commit Checks
     runs-on: ubuntu-latest
-    timeout-minutes: 15
+    timeout-minutes: 10
     steps:
       - name: Checkout branch
-        uses: actions/checkout@v3
+        uses: actions/checkout@v4
 
       - name: Install Python 3.9
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: 3.9
 
       - name: Linting - Run pre-commit checks
-        uses: pre-commit/action@v3.0.0
+        uses: pre-commit/action@v3.0.1
 
-  Tests:
-    name: "${{ matrix.os }} / ${{ matrix.python-version }}"
-    runs-on: ${{ matrix.os }}-latest
+  test:
+    name: pytest
+    runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [Ubuntu]
-        python-version: ['3.9', '3.10', '3.11']
+        os:
+          - ubuntu-latest
+        environment:
+          - py39
+          - py310
+          - py311
+          - py312ibmdb
+    timeout-minutes: 20
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
 
-      - name: Setup Environment
-        uses: ./.github/actions/setup
+      - name: Setup Pixi
+        uses: prefix-dev/setup-pixi@v0.8.1
         with:
-          python-version: ${{ matrix.python-version }}
-          poetry-flags: --all-extras --with=tests
+          environments: ${{ matrix.environment }}
 
       - name: Start Docker Compose
-        uses: isbang/compose-action@v1.4.1
+        uses: isbang/compose-action@e5813a5909aca4ae36058edae58f6e52b9c971f8
         with:
-          compose-file: ./docker-compose.yaml
+          compose-file: docker-compose.yaml
 
       - name: Install Microsoft ODBC
         run: sudo ACCEPT_EULA=Y apt-get install -y msodbcsql18
 
       - name: Wait for Docker Servers
-        timeout-minutes: 1
-        shell: bash
         run: |
-          until bash ./.github/workflows/resources/docker_compose_ready.sh; do
-            sleep 2
+          until bash ./.github/scripts/docker_compose_ready.sh; do
+            sleep 1
           done
 
-      - name: Run Tests
-        uses: ./.github/actions/test
-        with:
-          arguments: --postgres --mssql
+      - name: Run tests
+        env:
+          SNOWFLAKE_PASSWORD: ${{ secrets.SNOWFLAKE_PASSWORD }}
+          SNOWFLAKE_ACCOUNT: ${{ secrets.SNOWFLAKE_ACCOUNT }}
+          SNOWFLAKE_USER: ${{ secrets.SNOWFLAKE_USER }}        
+        run: |
+          pixi run -e ${{ matrix.environment }} pytest tests -ra ${RUNNER_DEBUG:+-v} --color=yes --workers=4 --postgres --mssql
+  
\ No newline at end of file
diff --git a/.github/workflows/update-lockfiles.yml b/.github/workflows/update-lockfiles.yml
new file mode 100644
index 00000000..e36b30a1
--- /dev/null
+++ b/.github/workflows/update-lockfiles.yml
@@ -0,0 +1,36 @@
+name: Update lockfiles
+
+permissions:
+  contents: write
+  pull-requests: write
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: 0 5 1 * *
+
+jobs:
+  pixi-update:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Set up pixi
+        uses: prefix-dev/setup-pixi@v0.8.1
+        with:
+          run-install: false
+      - name: Update lockfiles
+        run: |
+          set -euo pipefail
+          pixi update --json --no-install | pixi exec pixi-diff-to-markdown >> diff.md
+      - name: Create pull request
+        uses: peter-evans/create-pull-request@v6
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: Update pixi lockfile
+          title: Update pixi lockfile
+          body-path: diff.md
+          branch: update-pixi
+          base: main
+          labels: pixi
+          delete-branch: true
+          add-paths: pixi.lock
diff --git a/.gitignore b/.gitignore
index 1bdf3a7f..09116387 100644
--- a/.gitignore
+++ b/.gitignore
@@ -120,3 +120,6 @@ mlruns
 
 # direnv
 .envrc
+# pixi environments
+.pixi
+*.egg-info
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index cb518e40..da6deb44 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,16 +1,6 @@
 repos:
-  - repo: https://github.com/psf/black
-    rev: 23.3.0
-    hooks:
-      - id: black
-        language_version: python3.9
   - repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: v0.0.270
+    rev: v0.5.7
     hooks:
       - id: ruff
-  - repo: https://github.com/asottile/pyupgrade
-    rev: v3.3.1
-    hooks:
-      - id: pyupgrade
-        args:
-          - --py39-plus
+      - id: ruff-format
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index a3802273..7c14bff0 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -2,21 +2,16 @@
 # See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
 
 version: 2
-
 build:
   os: ubuntu-22.04
   tools:
-    python: "3.11"
-  jobs:
-    post_create_environment:
-      - pip install poetry
-    post_install:
-      # Install dependencies with 'docs' dependency group
-      # https://python-poetry.org/docs/managing-dependencies/#dependency-groups
-      # VIRTUAL_ENV needs to be set manually for now.
-      # See https://github.com/readthedocs/readthedocs.org/pull/11152/
-      - VIRTUAL_ENV=$READTHEDOCS_VIRTUALENV_PATH poetry install --with docs
-
+    python: mambaforge-latest
+  commands:
+    - mamba install -c conda-forge -c nodefaults pixi
+    - pixi run -e docs postinstall
+    - pixi run -e docs docs
+    - pixi run -e docs readthedocs
 sphinx:
-  builder: html
-  configuration: docs/source/conf.py
\ No newline at end of file
+  configuration: docs/source/conf.py
+formats:
+  - pdf
\ No newline at end of file
diff --git a/README.md b/README.md
index 5f77d4f1..06245dd4 100644
--- a/README.md
+++ b/README.md
@@ -15,9 +15,8 @@ git clone https://github.com/pydiverse/pydiverse.transform.git
 cd pydiverse.transform
 
 # Create the environment, activate it and install the pre-commit hooks
-poetry install
-poetry shell
-pre-commit install
+pixi install
+pixi run pre-commit install
 ```
 
 ## Testing
@@ -25,36 +24,9 @@ pre-commit install
 After installation, you should be able to run:
 
 ```bash
-poetry run pytest
+pixi run pytest
 ```
 
-## Packaging
-
-For publishing with poetry to pypi, see:
-https://www.digitalocean.com/community/tutorials/how-to-publish-python-packages-to-pypi-using-poetry-on-ubuntu-22-04
-
-Packages are first released on test.pypi.org:
-
-- see https://stackoverflow.com/questions/68882603/using-python-poetry-to-publish-to-test-pypi-org
-- `poetry version prerelease` or `poetry version patch`
-- push increased version number to `main` branch
-- `poetry build`
-- `poetry publish -r test-pypi`
-- verify with https://test.pypi.org/search/?q=pydiverse.transform
-
-Finally, they are published via:
-
-- `git tag `\<version>
-- `git push --tags`
-- `poetry publish`
-
-Conda-forge packages are updated via:
-
-- https://github.com/conda-forge/pydiverse-transform-feedstock#updating-pydiverse-transform-feedstock
-- update `recipe/meta.yaml`
-- test meta.yaml in transform repo: `conda-build build ../pydiverse-transform-feedstock/recipe/meta.yaml`
-- commit `recipe/meta.yaml` to branch of fork and submit PR
-
 ## Testing more database backends
 
 To facilitate easy testing, we provide a Docker Compose file to start all required servers.
@@ -85,8 +57,39 @@ poetry run pytest --ibm_db2
 
 ## Packaging and publishing to pypi and conda-forge using github actions
 
-- `poetry version prerelease` or `poetry version patch`
-- set correct release date in changelog.md
+- bump version number in [pyproject.toml](pyproject.toml)
+- set correct release date in [changelog.md](docs/source/changelog.md)
 - push increased version number to `main` branch
 - tag commit with `git tag <version>`, e.g. `git tag 0.7.0`
 - `git push --tags`
+
+The package should appear on https://pypi.org/project/pydiverse-transform/ in a timely manner. It is normal that it takes
+a few hours until the new package version is available on https://conda-forge.org/packages/.
+
+### Packaging and publishing to Pypi manually
+
+Packages are first released on test.pypi.org:
+
+- bump version number in [pyproject.toml](pyproject.toml) (check consistency with [changelog.md](docs/source/changelog.md))
+- push increased version number to `main` branch
+- `pixi run -e release hatch build`
+- `pixi run -e release twine upload --repository testpypi dist/*`
+- verify with https://test.pypi.org/search/?q=pydiverse.transform
+
+Finally, they are published via:
+
+- `git tag <version>`
+- `git push --tags`
+- Attention: Please, only continue here, if automatic publishing fails for some reason!
+- `pixi run -e release hatch build`
+- `pixi run -e release twine upload --repository pypi dist/*`
+
+### Publishing package on conda-forge manually
+
+Conda-forge packages are updated via:
+
+- Attention: Please, only continue here, if automatic conda-forge publishing fails for longer than 24h!
+- https://github.com/conda-forge/pydiverse-transform-feedstock#updating-pydiverse-transform-feedstock
+- update `recipe/meta.yaml`
+- test meta.yaml in transform repo: `conda-build build ../pydiverse-transform-feedstock/recipe/meta.yaml`
+- commit `recipe/meta.yaml` to branch of fork and submit PR
diff --git a/pixi.lock b/pixi.lock
new file mode 100644
index 00000000..cdf30d9b
--- /dev/null
+++ b/pixi.lock
@@ -0,0 +1,17916 @@
+version: 5
+environments:
+  default:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    packages:
+      linux-64:
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.22-hbd3ac97_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.7.1-h87b94db_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.9.23-h4ab18f5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.2.18-he027950_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.4.2-h7671281_15.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.8.2-he17ee6b_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.14.10-h826b7d6_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.10.4-hcd6a914_8.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.6.0-h365ddd8_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.1.16-he027950_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.1.18-he027950_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.27.3-hda66527_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.379-h46c3b66_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-core-cpp-1.13.0-h935415a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-identity-cpp-1.8.0-hd126650_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-blobs-cpp-12.12.0-hd2e3451_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-common-cpp-12.7.0-h10ac4d7_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-files-datalake-cpp-12.11.0-h325d260_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.32.3-h4bc722e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.7.4-hbcca054_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.0-py312h1671c18_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.3.1-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.3.8-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/duckdb-1.0.0-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/duckdb-engine-0.13.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.2.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/execnet-2.1.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/filelock-3.15.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/gflags-2.2.2-he1b5a44_1004.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/glog-0.7.1-hbabe93e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/greenlet-3.0.3-py312h30efb56_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/identify-2.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/iniconfig-2.0.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.1-h166bdaf_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.40-hf3520f5_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20240116.2-cxx17_he02047a_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-17.0.0-h979c047_4_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-acero-17.0.0-he02047a_4_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-dataset-17.0.0-he02047a_4_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-17.0.0-hc9a23c6_4_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-23_linux64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.1.0-hd590300_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.1.0-hd590300_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.1.0-hd590300_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-23_linux64_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcrc32c-1.1.2-h9c3ff4c_0.tar.bz2
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+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/wheel-0.44.0-pyhd8ed1ab_0.conda
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+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyhd8ed1ab_6.tar.bz2
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+  url: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h0d85af4_2.tar.bz2
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+  license: MIT
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+  name: yaml
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+  url: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h3422bc3_2.tar.bz2
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+  license: MIT
+  license_family: MIT
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+  name: yaml
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+  build: h7f98852_2
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+  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
+  sha256: a4e34c710eeb26945bdbdaba82d3d74f60a78f54a874ec10d373811a5d217535
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+  license: MIT
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+  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
+  sha256: a4e34c710eeb26945bdbdaba82d3d74f60a78f54a874ec10d373811a5d217535
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+  license: MIT
+  license_family: MIT
+  purls: []
+  size: 89141
+  timestamp: 1641346969816
+- kind: conda
+  name: yaml
+  version: 0.2.5
+  build: h8ffe710_2
+  build_number: 2
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h8ffe710_2.tar.bz2
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+  license: MIT
+  license_family: MIT
+  size: 63274
+  timestamp: 1641347623319
+- kind: conda
+  name: yaml
+  version: 0.2.5
+  build: h8ffe710_2
+  build_number: 2
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h8ffe710_2.tar.bz2
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+  - vs2015_runtime >=14.16.27012
+  license: MIT
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+- kind: conda
+  name: zipp
+  version: 3.19.2
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.19.2-pyhd8ed1ab_0.conda
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+  depends:
+  - python >=3.8
+  license: MIT
+  license_family: MIT
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+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h331e495_0
+  subdir: osx-64
+  url: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.23.0-py312h331e495_0.conda
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+  depends:
+  - __osx >=10.13
+  - cffi >=1.11
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 411066
+  timestamp: 1721044218542
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h3483029_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.23.0-py312h3483029_0.conda
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+  depends:
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+  - cffi >=1.11
+  - libgcc-ng >=12
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 416708
+  timestamp: 1721044154409
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h721a963_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.23.0-py312h721a963_0.conda
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+  md5: caf7f5b85615a132c0fa586b82bd59e6
+  depends:
+  - __osx >=11.0
+  - cffi >=1.11
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 332489
+  timestamp: 1721044244889
+- kind: conda
+  name: zstandard
+  version: 0.23.0
+  build: py312h7606c53_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.23.0-py312h7606c53_0.conda
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+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  - zstd >=1.5.6,<1.5.7.0a0
+  - zstd >=1.5.6,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
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+  timestamp: 1721044547910
+- kind: conda
+  name: zstd
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+  build: h0ea2cb4_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.6-h0ea2cb4_0.conda
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+  md5: 9a17230f95733c04dc40a2b1e5491d74
+  depends:
+  - libzlib >=1.2.13,<2.0.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 349143
+  timestamp: 1714723445995
+- 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
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+  md5: 4cb2cd56f039b129bb0e491c1164167e
+  depends:
+  - __osx >=10.9
+  - libzlib >=1.2.13,<2.0.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  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,<2.0.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 554846
+  timestamp: 1714722996770
+- kind: conda
+  name: zstd
+  version: 1.5.6
+  build: hb46c0d2_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.6-hb46c0d2_0.conda
+  sha256: 2d4fd1ff7ee79cd954ca8e81abf11d9d49954dd1fef80f27289e2402ae9c2e09
+  md5: d96942c06c3e84bfcc5efb038724a7fd
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.2.13,<2.0.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 405089
+  timestamp: 1714723101397
diff --git a/pixi.toml b/pixi.toml
new file mode 100644
index 00000000..809bcabb
--- /dev/null
+++ b/pixi.toml
@@ -0,0 +1,77 @@
+[project]
+channels = ["conda-forge"]
+name = "pydiverse.transform"
+platforms = ["linux-64", "osx-64", "osx-arm64", "win-64"]
+
+[dependencies]
+python = ">=3.9"
+numpy = ">=1.23.1"
+pandas = ">=1.4.3"
+SQLAlchemy = ">=1.4.27"
+pyarrow = ">=11.0.0"
+
+[feature.dev.dependencies]
+ruff = ">=0.5.6"
+pre-commit = ">=3"
+pixi-pycharm = ">=0.0.6"
+pytest = ">=7.1.2"
+pytest-xdist = ">=2.5.0"
+
+[feature.release.dependencies]
+hatch = ">=1.12.0"
+twine = ">=5.1.1"
+
+[feature.duckdb.dependencies]
+duckdb = ">=0.8.1"
+duckdb-engine = ">=0.9.1"
+
+[feature.postgres.dependencies]
+psycopg2 = ">=2.9.3"
+
+[feature.mssql.dependencies]
+pyodbc = ">=4.0.35"
+
+[feature.ibm-db]
+# ibm-db is not available on Apple Silicon
+# https://ibm-data-and-ai.ideas.ibm.com/ideas/DB2CON-I-92
+platforms = ["linux-64", "osx-64", "win-64"]
+[feature.ibm-db.target.osx.pypi-dependencies]
+# ibm_db is not on conda-forge for macOS
+# https://github.com/ibmdb/db2drivers/issues/3
+ibm-db = ">=3.1.4"
+[feature.ibm-db.target.linux.dependencies]
+ibm_db = ">=3.1.4"
+[feature.ibm-db.target.win.dependencies]
+ibm_db = ">=3.1.4"
+[feature.ibm-db.dependencies]
+ibm_db_sa = ">=0.3.8"
+
+[feature.docs.dependencies]
+Sphinx = ">=7.3.7"
+furo = ">=2023.5.20"
+sphinxcontrib-apidoc = ">=0.3.0"
+myst-parser = ">=2.0.0"
+[feature.docs.tasks]
+docs = "cd docs && make html "
+readthedocs = "rm -rf $READTHEDOCS_OUTPUT/html && cp -r docs/build/html $READTHEDOCS_OUTPUT/html"
+
+[feature.py39.dependencies]
+python = "3.9.*"
+[feature.py310.dependencies]
+python = "3.10.*"
+[feature.py311.dependencies]
+python = "3.11.*"
+[feature.py312.dependencies]
+python = "3.12.*"
+
+[environments]
+default = ["py312", "dev", "duckdb", "postgres", "mssql"]
+py39 = ["py39", "dev", "duckdb", "postgres", "mssql"]
+py310 = ["py310", "dev", "duckdb", "postgres", "mssql"]
+py311 = ["py311", "dev", "duckdb", "postgres", "mssql"]
+py312 = ["py312", "dev", "duckdb", "postgres", "mssql"]
+py39ibmdb = ["py39", "dev", "duckdb", "postgres", "mssql", "ibm-db"]
+py312ibmdb = ["py312", "dev", "duckdb", "postgres", "mssql", "ibm-db"]
+docs = ["docs"]
+release = { features=["release"], no-default-feature=true }
+
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 12beb024..00000000
--- a/poetry.lock
+++ /dev/null
@@ -1,2096 +0,0 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
-
-[[package]]
-name = "aiohttp"
-version = "3.9.5"
-description = "Async http client/server framework (asyncio)"
-optional = false
-python-versions = ">=3.8"
-files = [
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-    {file = "aiohttp-3.9.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d6b3f1fabe465e819aed2c421a6743d8debbde79b6a8600739300630a01bf2c"},
-    {file = "aiohttp-3.9.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6ae79c1bc12c34082d92bf9422764f799aee4746fd7a392db46b7fd357d4a17a"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4d3ebb9e1316ec74277d19c5f482f98cc65a73ccd5430540d6d11682cd857430"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:84dabd95154f43a2ea80deffec9cb44d2e301e38a0c9d331cc4aa0166fe28ae3"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c8a02fbeca6f63cb1f0475c799679057fc9268b77075ab7cf3f1c600e81dd46b"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c26959ca7b75ff768e2776d8055bf9582a6267e24556bb7f7bd29e677932be72"},
-    {file = "aiohttp-3.9.5-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:714d4e5231fed4ba2762ed489b4aec07b2b9953cf4ee31e9871caac895a839c0"},
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-    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
-]
-
-[package.dependencies]
-idna = ">=2.0"
-multidict = ">=4.0"
-
-[[package]]
-name = "zipp"
-version = "3.18.1"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
-    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
-
-[extras]
-pyarrow = ["pyarrow"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = ">=3.9"
-content-hash = "65a73ca5a7a2ef7b5fa633672e0a2ce823e585508a199b7da81d77d368c89579"
diff --git a/pyproject.toml b/pyproject.toml
index 5939b686..a48ab8d1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,17 +1,14 @@
-[tool.poetry]
+[project]
 name = "pydiverse-transform"
 version = "0.1.5"
 description = "Pipe based dataframe manipulation library that can also transform data on SQL databases"
 authors = [
-  "QuantCo, Inc.",
-  "Nicolas Camenisch <garnele007@gmail.com>",
-  "Martin Trautmann <windiana@users.sf.net>",
+    {name = "QuantCo, Inc."},
+    {name = "Nicolas Camenisch", email = "garnele007@gmail.com"},
+    {name = "Martin Trautmann", email = "windiana@users.sf.net"},
 ]
 license = "BSD-3-Clause"
 readme = "docs/package/README.md"
-packages = [
-	{ include = "pydiverse", from = "src" }
-]
 classifiers = [
   "Development Status :: 3 - Alpha",
   "Intended Audience :: Developers",
@@ -19,59 +16,19 @@ classifiers = [
   "Programming Language :: SQL",
   "Topic :: Database",
 ]
+requires-python = ">=3.9"
+dependencies = [
+  "numpy>=1.23.1",
+  "pandas>=1.4.3",
+  "SQLAlchemy>=1.4.27",
+]
+[project.optional-dependencies]
+pyarrow = [
+  "pyarrow>=11.0.0",
+]
 
-[tool.poetry.dependencies]
-python = ">=3.9"
-numpy = ">=1.23.1"
-pandas = ">=1.4.3"
-SQLAlchemy = ">=1.4.27"
-pyarrow = {version = ">=11.0.0", optional=true}
-
-[tool.poetry.extras]
-pyarrow = ["pyarrow"]
-
-[tool.poetry.group.dev.dependencies]
-pytest = ">=7.1.2"
-pytest-xdist = ">=2.5.0"
-
-black = { version = "23.3.0", extras = ["d"] }
-ruff = "^0.1"
-pre-commit = ">=2.20.0"
-
-duckdb = ">=0.8.1"
-duckdb-engine = ">=0.9.1"
-
-[tool.poetry.group.tests]
-optional = true
-
-[tool.poetry.group.tests.dependencies]
-# Postgres
-psycopg2 = ">=2.9.3"
-# MSSQL
-pyodbc = ">=4.0.35"
-# IBM DB2
-ibm-db = { version = ">=3.1.4", markers="platform_machine == 'x86_64'" }
-ibm-db-sa = { version = ">=0.3.8", markers="platform_machine == 'x86_64'" }
-
-[tool.poetry.group.docs]
-optional = true
-
-[tool.poetry.group.docs.dependencies]
-Sphinx = "^7.0.1"
-furo = "^2023.5.20"
-sphinxcontrib-apidoc = "^0.3.0"
-myst-parser = "^2.0.0"
-
-[tool.black]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.venv
-  | build
-  | dist
-)/
-'''
+[tool.hatch.build.targets.wheel]
+packages = ["src/pydiverse"]
 
 [tool.ruff]
 select = [
@@ -104,5 +61,5 @@ known-first-party = ["pydiverse"]
 required-imports = ["from __future__ import annotations"]
 
 [build-system]
-requires = ["poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
+requires = ["hatchling"]
+build-backend = "hatchling.build"