diff --git a/.flake8 b/.flake8
deleted file mode 100644
index 2b3720f9..00000000
--- a/.flake8
+++ /dev/null
@@ -1,11 +0,0 @@
-# Taken directly from https://github.com/ambv/black/blob/master/.flake8
-[flake8]
-ignore = E203, E266, E501, W503, C901, D104, D100, D101, D102, D103, D105, D401
-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
-    src/datajudge/__init__.py:F401
-docstring-convention = numpy
diff --git a/.github/.pull_request_template.md b/.github/.pull_request_template.md
index f81b1bee..0e11397f 100644
--- a/.github/.pull_request_template.md
+++ b/.github/.pull_request_template.md
@@ -1,5 +1,5 @@
 # CI
 
-<!-- 
+<!--
 Note: In order for the CI to test against the correct database backend, please label this pull request with the name of the backend you'd like to test against, e.g. "postgres" for running the postgres tests on each commit.
--->
\ No newline at end of file
+-->
diff --git a/.github/actions/pytest/action.yml b/.github/actions/pytest/action.yml
deleted file mode 100644
index c2682024..00000000
--- a/.github/actions/pytest/action.yml
+++ /dev/null
@@ -1,27 +0,0 @@
-name: pytest
-description: installs package, runs pytest and creates coverage report.
-
-inputs:
-  backend:
-    description: which database backend to use
-    required: false
-  args:
-    description: arguments that are passed to pytest, e.g. "-k filter" or "tests/integration"
-    required: false
-
-runs:
-  using: composite
-  steps:
-    - name: Run Integration Tests
-      shell: bash -l {0}
-      run: |
-        flit install -s
-        if [[ "${{ inputs.backend }}" != "" ]]; then
-          pytest --verbose --cov=datajudge --cov-report=xml --cov-append --backend=${{ inputs.backend }} ${{ inputs.args }}
-        else
-          pytest --verbose --cov=datajudge --cov-report=xml --cov-append ${{ inputs.args }}
-        fi
-    - name: Generate code coverage report
-      uses: codecov/codecov-action@v3.1.3
-      with:
-        file: ./coverage.xml
diff --git a/.github/workflows/build_and_publish.yaml b/.github/workflows/build_and_publish.yaml
index c7146e97..a5fff5c4 100644
--- a/.github/workflows/build_and_publish.yaml
+++ b/.github/workflows/build_and_publish.yaml
@@ -3,9 +3,9 @@ on:
   pull_request:
   push:
     branches:
-      - 'main'
+      - "main"
     tags:
-      - 'v*'
+      - "v*"
   release:
     types:
       - published
diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 77538d9d..748e9667 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -8,14 +8,12 @@ on:
   # to the main branches and tags.
   push:
     branches:
-      - 'main'
-      - 'pre-commit-autoupdate'
+      - "main"
+      - "pre-commit-autoupdate"
     tags:
-      - 'v*'
-
+      - "v*"
 
 jobs:
-
   pre-commit-checks:
     name: Pre-commit Checks
     runs-on: ubuntu-latest
@@ -29,21 +27,6 @@ jobs:
       - name: pre-commit
         run: pixi run pre-commit-run --color=always --show-diff-on-failure
 
-  mypy-type-checks:
-    name: Mypy Type Checks
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout branch
-        uses: actions/checkout@v4
-      - name: Set up pixi
-        uses: prefix-dev/setup-pixi@v0.8.1
-        with:
-          environments: default lint
-      - name: mypy
-        run: |
-          pixi run -e mypy postinstall
-          pixi run -e mypy mypy .
-
   unit-tests:
     name: "unit tests"
     strategy:
@@ -168,7 +151,6 @@ jobs:
           file: ./coverage.xml
           token: ${{ secrets.CODECOV_TOKEN }}
 
-
   db2:
     if: ${{ contains(github.event.pull_request.labels.*.name, 'db2') || contains(github.event.pull_request.labels.*.name, 'ready') || github.ref == 'refs/heads/main' }}
     name: DB2
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index 139907a3..596d7df7 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -13,12 +13,12 @@ name: "CodeQL"
 
 on:
   push:
-    branches: [ "main", main_protection ]
+    branches: ["main", main_protection]
   pull_request:
     # The branches below must be a subset of the branches above
-    branches: [ "main" ]
+    branches: ["main"]
   schedule:
-    - cron: '16 4 * * 4'
+    - cron: "16 4 * * 4"
 
 jobs:
   analyze:
@@ -32,45 +32,44 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        language: [ 'python' ]
+        language: ["python"]
         # CodeQL supports [ 'cpp', 'csharp', 'go', 'java', 'javascript', 'python', 'ruby' ]
         # Use only 'java' to analyze code written in Java, Kotlin or both
         # Use only 'javascript' to analyze code written in JavaScript, TypeScript or both
         # Learn more about CodeQL language support at https://aka.ms/codeql-docs/language-support
 
     steps:
-    - name: Checkout repository
-      uses: actions/checkout@v4
+      - name: Checkout repository
+        uses: actions/checkout@v4
 
-    # Initializes the CodeQL tools for scanning.
-    - name: Initialize CodeQL
-      uses: github/codeql-action/init@v3
-      with:
-        languages: ${{ matrix.language }}
-        # If you wish to specify custom queries, you can do so here or in a config file.
-        # By default, queries listed here will override any specified in a config file.
-        # Prefix the list here with "+" to use these queries and those in the config file.
+      # Initializes the CodeQL tools for scanning.
+      - name: Initialize CodeQL
+        uses: github/codeql-action/init@v3
+        with:
+          languages: ${{ matrix.language }}
+          # If you wish to specify custom queries, you can do so here or in a config file.
+          # By default, queries listed here will override any specified in a config file.
+          # Prefix the list here with "+" to use these queries and those in the config file.
 
-        # Details on CodeQL's query packs refer to : https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
-        # queries: security-extended,security-and-quality
+          # Details on CodeQL's query packs refer to : https://docs.github.com/en/code-security/code-scanning/automatically-scanning-your-code-for-vulnerabilities-and-errors/configuring-code-scanning#using-queries-in-ql-packs
+          # queries: security-extended,security-and-quality
 
+      # Autobuild attempts to build any compiled languages  (C/C++, C#, Go, or Java).
+      # If this step fails, then you should remove it and run the build manually (see below)
+      - name: Autobuild
+        uses: github/codeql-action/autobuild@v3
 
-    # Autobuild attempts to build any compiled languages  (C/C++, C#, Go, or Java).
-    # If this step fails, then you should remove it and run the build manually (see below)
-    - name: Autobuild
-      uses: github/codeql-action/autobuild@v3
+      # ℹ️ Command-line programs to run using the OS shell.
+      # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
 
-    # ℹ️ Command-line programs to run using the OS shell.
-    # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
+      #   If the Autobuild fails above, remove it and uncomment the following three lines.
+      #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
 
-    #   If the Autobuild fails above, remove it and uncomment the following three lines.
-    #   modify them (or add more) to build your code if your project, please refer to the EXAMPLE below for guidance.
+      # - run: |
+      #     echo "Run, Build Application using script"
+      #     ./location_of_script_within_repo/buildscript.sh
 
-    # - run: |
-    #     echo "Run, Build Application using script"
-    #     ./location_of_script_within_repo/buildscript.sh
-
-    - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v3
-      with:
-        category: "/language:${{matrix.language}}"
+      - name: Perform CodeQL Analysis
+        uses: github/codeql-action/analyze@v3
+        with:
+          category: "/language:${{matrix.language}}"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4a02354a..a0f1db98 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -11,28 +11,51 @@ repos:
         always_run: true
         require_serial: true
         pass_filenames: false
-      - id: black
-        name: black
-        entry: pixi run -e lint black
+      # ruff
+      - id: ruff
+        name: ruff
+        entry: pixi run -e lint ruff check --fix --exit-non-zero-on-fix --force-exclude
         language: system
         types_or: [python, pyi]
         require_serial: true
-      - id: flake8
-        name: flake8
-        entry: pixi run -e lint flake8
+      - id: ruff-format
+        name: ruff-format
+        entry: pixi run -e lint ruff format --force-exclude
         language: system
         types_or: [python, pyi]
         require_serial: true
-      - id: pyupgrade
-        name: pyupgrade
-        entry: pixi run -e lint pyupgrade
+      # mypy
+      - id: mypy
+        name: mypy
+        entry: pixi run -e mypy mypy
         language: system
-        types: [python, pyi]
-      - id: isort
-        name: isort
-        entry: pixi run -e lint isort
+        types: [python]
+        require_serial: true
+      # prettier
+      - id: prettier
+        name: prettier
+        entry: pixi run -e lint prettier --write --list-different --ignore-unknown
+        language: system
+        types: [text]
+        files: \.(md|yml|yaml)$
+      # taplo
+      - id: taplo
+        name: taplo
+        entry: pixi run -e lint taplo format
+        language: system
+        types: [toml]
+      # pre-commit-hooks
+      - id: trailing-whitespace-fixer
+        name: trailing-whitespace-fixer
+        entry: pixi run -e lint trailing-whitespace-fixer
         language: system
-        types: [python, pyi]
+        types: [text]
+      - id: end-of-file-fixer
+        name: end-of-file-fixer
+        entry: pixi run -e lint end-of-file-fixer
+        language: system
+        types: [text]
+      # typos
       - id: typos
         name: typos
         entry: pixi run -e lint typos --force-exclude
@@ -40,8 +63,3 @@ repos:
         types: [text]
         exclude: "\\.csv$"
         require_serial: true
-      - id: taplo
-        name: taplo
-        entry: pixi run -e lint taplo format
-        language: system
-        types: [toml]
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 583f0722..f2e6c0ae 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -11,5 +11,4 @@ build:
 sphinx:
   configuration: docs/source/conf.py
 formats:
-- pdf
-
+  - pdf
diff --git a/CHANGELOG.rst b/CHANGELOG.rst
index 3cfa838b..f331f168 100644
--- a/CHANGELOG.rst
+++ b/CHANGELOG.rst
@@ -130,4 +130,3 @@ Changelog
 **Bug fix:**
 
 - The method :meth:`is_deprecated` of :class:`~datajudge.Condition` was called despite not existing.
-
diff --git a/README.md b/README.md
index f26a400e..4c54187e 100644
--- a/README.md
+++ b/README.md
@@ -31,5 +31,4 @@ companies_between_req = BetweenRequirement.from_tables(
 companies_between_req.add_row_superset_constraint(
     columns1=["name"], columns2=["name"], constant_max_missing_fraction=0
 )
- ```
-
+```
diff --git a/docs/source/examples/example_exploration.rst b/docs/source/examples/example_exploration.rst
index 04ffaf99..cfee2734 100644
--- a/docs/source/examples/example_exploration.rst
+++ b/docs/source/examples/example_exploration.rst
@@ -241,5 +241,3 @@ could for instance be:
 
    Column 'col_varchar' has type 'varchar' in table1 and type 'varchar' in table2.
    Column 'col_int' has type 'integer' in table1 and type 'integer' in table2.
-
-
diff --git a/docs/source/examples/twitch_report.html b/docs/source/examples/twitch_report.html
index b8168a62..5f47c11e 100644
--- a/docs/source/examples/twitch_report.html
+++ b/docs/source/examples/twitch_report.html
@@ -342,4 +342,4 @@ <h2>Results</h2>
           <td class="col-links"></td></tr>
         <tr>
           <td class="extra" colspan="4">
-            <div class="empty log">No log output captured.</div></td></tr></tbody></table></body></html>
\ No newline at end of file
+            <div class="empty log">No log output captured.</div></td></tr></tbody></table></body></html>
diff --git a/docs/source/getting_started.rst b/docs/source/getting_started.rst
index 9c397b11..af41dc89 100644
--- a/docs/source/getting_started.rst
+++ b/docs/source/getting_started.rst
@@ -74,7 +74,7 @@ this growth limitation is expressed relative to the number of rows of the first
 Generally, such relative limitations can be defined in two ways:
 
 - manually, based on domain knowledge (e.g. 'at least 5% growth')
-  
+
 - automatically, based on date ranges
 
 The former would translate to
@@ -205,4 +205,3 @@ The Snowflake behavior is due to an upstream `bug <https://github.com/snowflaked
 in snowflake-sqlalchemy.
 
 This behavior is subject to change.
-
diff --git a/docs/source/testing.rst b/docs/source/testing.rst
index 6e3b2e39..f6b44cee 100644
--- a/docs/source/testing.rst
+++ b/docs/source/testing.rst
@@ -321,4 +321,3 @@ an html report, this can look as follows:
 
 .. image:: report_failing_query2.png
   :width: 800
-
diff --git a/pixi.lock b/pixi.lock
index 39c204d7..4a020157 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -2811,17 +2811,16 @@ environments:
       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/black-24.4.2-py312h7900ff3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hd590300_5.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.6.2-hbcca054_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.16.0-py312hf06ca03_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/click-8.1.7-unix_pyh707e725_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.3.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/distlib-0.3.8-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/docformatter-1.7.5-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/noarch/flake8-7.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-73.2-h59595ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/identify-2.5.36-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isort-5.13.2-pyhd8ed1ab_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/libexpat-2.6.2-h59595ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.2-h7f98852_5.tar.bz2
@@ -2831,92 +2830,92 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.46.0-hde9e2c9_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-14.1.0-hc0a3c3a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.38.1-h0b41bf4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.48.0-hd590300_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-h4ab18f5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mypy_extensions-1.0.0-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h59595ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.9.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-20.12.2-hb753e55_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.3.1-h4ab18f5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-24.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pre-commit-3.7.1-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycodestyle-2.12.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pre-commit-hooks-4.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/prettier-3.3.2-h91d9761_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyflakes-3.2.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.4-h194c7f8_0_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.12-4_cp312.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pyupgrade-3.16.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.1-py312h98912ed_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8228510_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml-0.18.6-py312h98912ed_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.8-py312h98912ed_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.5.0-py312h5715c7c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-70.1.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/taplo-0.9.1-h1ff36dd_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h4845f30_101.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tokenize-rt-5.2.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/typos-1.22.7-he9194b0_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2024a-h0c530f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ukkonen-1.0.1-py312h8572e83_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/untokenize-0.1.1-py_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.26.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xz-5.2.6-h166bdaf_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.1-h4ab18f5_1.conda
       osx-arm64:
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/black-24.4.2-py312h81bd7bf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-h93a5062_5.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ca-certificates-2024.6.2-hf0a4a13_0.conda
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+  - libgcc-ng >=12
+  license: MIT
+  license_family: MIT
+  size: 899979
+  timestamp: 1709913354710
 - kind: conda
   name: libxcrypt
   version: 4.4.36
@@ -14395,21 +14309,6 @@ packages:
   license_family: BSD
   size: 24314
   timestamp: 1706900151453
-- kind: conda
-  name: mccabe
-  version: 0.7.0
-  build: pyhd8ed1ab_0
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_0.tar.bz2
-  sha256: 0466ad9490b761e9a8c57fab574fc099136b45fa19a0746ce33acdeb2a84766b
-  md5: 34fc335fc50eef0b5ea708f2b5f54e0c
-  depends:
-  - python >=3.6
-  license: MIT
-  license_family: MIT
-  size: 10909
-  timestamp: 1643049714491
 - kind: conda
   name: mdurl
   version: 0.1.2
@@ -14901,6 +14800,58 @@ packages:
   license_family: BSD
   size: 34489
   timestamp: 1717585382642
+- kind: conda
+  name: nodejs
+  version: 20.12.2
+  build: h3b52c9b_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/nodejs-20.12.2-h3b52c9b_0.conda
+  sha256: 81ea2a695b4b97ce6066220b9e54232e67b4a1e3eac3fc7016c08a463c588478
+  md5: 0ba66fae46df4a035db42e2230453604
+  depends:
+  - icu >=73.2,<74.0a0
+  - libcxx >=16
+  - libuv >=1.48.0,<1.49.0a0
+  - libzlib >=1.2.13,<2.0.0a0
+  - openssl >=3.2.1,<4.0a0
+  - zlib
+  license: MIT
+  license_family: MIT
+  size: 11674337
+  timestamp: 1714140786813
+- kind: conda
+  name: nodejs
+  version: 20.12.2
+  build: h57928b3_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/nodejs-20.12.2-h57928b3_0.conda
+  sha256: 31b275bf914d57941e818b31f7ee8367c6c6a8532a2918639c87816bad1323af
+  md5: 28d4536e0beff7b51232a5b16f9c3444
+  license: MIT
+  license_family: MIT
+  size: 22693430
+  timestamp: 1714121518826
+- kind: conda
+  name: nodejs
+  version: 20.12.2
+  build: hb753e55_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/nodejs-20.12.2-hb753e55_0.conda
+  sha256: 2f5813d9718963861314c6d9f75fe4630c3e6d078ec1e792770daf9ce7ac5c4f
+  md5: 1fd16ca757a195c4357a1fbb2cb553b5
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - icu >=73.2,<74.0a0
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - libuv >=1.48.0,<1.49.0a0
+  - libzlib >=1.2.13,<2.0.0a0
+  - openssl >=3.2.1,<4.0a0
+  - zlib
+  license: MIT
+  license_family: MIT
+  size: 17183636
+  timestamp: 1714128011970
 - kind: conda
   name: numpy
   version: 1.24.4
@@ -15363,21 +15314,6 @@ packages:
   license_family: BSD
   size: 97949
   timestamp: 1717510726829
-- kind: conda
-  name: pathspec
-  version: 0.12.1
-  build: pyhd8ed1ab_0
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/pathspec-0.12.1-pyhd8ed1ab_0.conda
-  sha256: 4e534e66bfe8b1e035d2169d0e5b185450546b17e36764272863e22e0370be4d
-  md5: 17064acba08d3686f1135b5ec1b32b12
-  depends:
-  - python >=3.7
-  license: MPL-2.0
-  license_family: MOZILLA
-  size: 41173
-  timestamp: 1702250135032
 - kind: conda
   name: pbr
   version: 6.0.0
@@ -15491,6 +15427,70 @@ packages:
   license_family: MIT
   size: 179748
   timestamp: 1715432871404
+- kind: conda
+  name: pre-commit-hooks
+  version: 4.6.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/pre-commit-hooks-4.6.0-pyhd8ed1ab_0.conda
+  sha256: 2d4a57474c7e2b90cc301df6197207d0812753279b2a7fae88106e0adc5d0b21
+  md5: 9b353c467bcabf27ab5bae2e319c16bf
+  depends:
+  - python >=3.6
+  - ruamel.yaml >=0.15
+  - tomli >=1.1.0
+  license: MIT
+  license_family: MIT
+  size: 34686
+  timestamp: 1712432480698
+- kind: conda
+  name: prettier
+  version: 3.3.2
+  build: h91d9761_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/prettier-3.3.2-h91d9761_0.conda
+  sha256: a6771f2eb46d4b2e3dabb95bb10eb0329dc8c931915c0814d51c30da4f1873b7
+  md5: debb8690a064cb4e1dfa37e9fb633cdc
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - nodejs >=20.12.2,<21.0a0
+  license: MIT
+  license_family: MIT
+  size: 981161
+  timestamp: 1719500715648
+- kind: conda
+  name: prettier
+  version: 3.3.2
+  build: hb4d2b26_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/prettier-3.3.2-hb4d2b26_0.conda
+  sha256: fadc57b819f374a306c6e74e9feed3a1d0fd8d41935ae69ef541b123f2f503cc
+  md5: 8275544720cf799694b59c161081cde5
+  depends:
+  - nodejs >=20.12.2,<21.0a0
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.40.33810
+  license: MIT
+  license_family: MIT
+  size: 982844
+  timestamp: 1719501070274
+- kind: conda
+  name: prettier
+  version: 3.3.2
+  build: he434342_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/prettier-3.3.2-he434342_0.conda
+  sha256: 4e1a09d00ab25e9c4c4523e30372e716bc0944526eba842750aaec82281ec254
+  md5: bd4a21dcc59c3de207de6621714e445d
+  depends:
+  - __osx >=11.0
+  - nodejs >=20.12.2,<21.0a0
+  license: MIT
+  license_family: MIT
+  size: 978822
+  timestamp: 1719500784621
 - kind: conda
   name: proto-plus
   version: 1.23.0
@@ -16021,21 +16021,6 @@ packages:
   license_family: BSD
   size: 95671
   timestamp: 1713209827505
-- kind: conda
-  name: pycodestyle
-  version: 2.12.0
-  build: pyhd8ed1ab_0
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/pycodestyle-2.12.0-pyhd8ed1ab_0.conda
-  sha256: 72dab6a6e9e59d0cfb24f540c2095e844a621d397832f9f38599704a74b65ae9
-  md5: b9cc97b824a995fb231c377f61881bf8
-  depends:
-  - python >=3.8
-  license: MIT
-  license_family: MIT
-  size: 34439
-  timestamp: 1718525120407
 - kind: conda
   name: pycparser
   version: '2.22'
@@ -16051,21 +16036,6 @@ packages:
   license_family: BSD
   size: 105098
   timestamp: 1711811634025
-- kind: conda
-  name: pyflakes
-  version: 3.2.0
-  build: pyhd8ed1ab_0
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/pyflakes-3.2.0-pyhd8ed1ab_0.conda
-  sha256: b1582410fcfa30b3597629e39b688ead87833c4a64f7c4637068f80aa1411d49
-  md5: 0cf7fef6aa123df28adb21a590065e3d
-  depends:
-  - python ==2.7.*|>=3.5
-  license: MIT
-  license_family: MIT
-  size: 58654
-  timestamp: 1704424729210
 - kind: conda
   name: pygments
   version: 2.18.0
@@ -17161,22 +17131,6 @@ packages:
   license_family: APACHE
   size: 31876
   timestamp: 1604249020971
-- kind: conda
-  name: pyupgrade
-  version: 3.16.0
-  build: pyhd8ed1ab_0
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/pyupgrade-3.16.0-pyhd8ed1ab_0.conda
-  sha256: 92cc9c20da14657ae81879844a9472068823e521186dae92e1b65b57d1677457
-  md5: 6e39377d5bfc93d087d598998d6758c9
-  depends:
-  - python >=3.8.1
-  - tokenize-rt >=5.2.0
-  license: MIT
-  license_family: MIT
-  size: 45519
-  timestamp: 1717886806029
 - kind: conda
   name: pyyaml
   version: 6.0.1
@@ -17364,6 +17318,164 @@ packages:
   license_family: APACHE
   size: 29863
   timestamp: 1658329024970
+- kind: conda
+  name: ruamel.yaml
+  version: 0.18.6
+  build: py312h98912ed_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml-0.18.6-py312h98912ed_0.conda
+  sha256: 26856daba883254736b7f3767c08f445b5d010eebbf4fc7aa384ee80e24aa663
+  md5: a99a06a875138829ef65f44bbe2c30ca
+  depends:
+  - libgcc-ng >=12
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - ruamel.yaml.clib >=0.1.2
+  license: MIT
+  license_family: MIT
+  size: 268015
+  timestamp: 1707298336196
+- kind: conda
+  name: ruamel.yaml
+  version: 0.18.6
+  build: py312he37b823_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/ruamel.yaml-0.18.6-py312he37b823_0.conda
+  sha256: 4a27b50445842e97a31e3f412816d4a0d576b4f1ee327b9a892a183ba5c60f6f
+  md5: cb9f9b4797001b2c52383f4007fa1f4b
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  - ruamel.yaml.clib >=0.1.2
+  license: MIT
+  license_family: MIT
+  size: 268637
+  timestamp: 1707298502612
+- kind: conda
+  name: ruamel.yaml
+  version: 0.18.6
+  build: py312he70551f_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/ruamel.yaml-0.18.6-py312he70551f_0.conda
+  sha256: 31a9e347107a46149ae334586430bebb3a769bb5792eba9ccb89c664dbce7970
+  md5: 5833ba75a49ac40876242ccb5f77ab23
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - ruamel.yaml.clib >=0.1.2
+  - ucrt >=10.0.20348.0
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: MIT
+  license_family: MIT
+  size: 267762
+  timestamp: 1707298539404
+- kind: conda
+  name: ruamel.yaml.clib
+  version: 0.2.8
+  build: py312h98912ed_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruamel.yaml.clib-0.2.8-py312h98912ed_0.conda
+  sha256: 5965302881d8b1049291e3ba3912286cdc72cb82303230cbbf0a048c6f6dd7c1
+  md5: 05f31c2a79ba61df8d6d903ce4a4ce7b
+  depends:
+  - libgcc-ng >=12
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: MIT
+  license_family: MIT
+  size: 135640
+  timestamp: 1707314642857
+- kind: conda
+  name: ruamel.yaml.clib
+  version: 0.2.8
+  build: py312he37b823_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/ruamel.yaml.clib-0.2.8-py312he37b823_0.conda
+  sha256: c3138824f484cca2804d22758c75965b578cd35b35243ff02e64da06bda03477
+  md5: 2fa02324046cfcb7a67fae30fd06a945
+  depends:
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  license: MIT
+  license_family: MIT
+  size: 111221
+  timestamp: 1707315016121
+- kind: conda
+  name: ruamel.yaml.clib
+  version: 0.2.8
+  build: py312he70551f_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/ruamel.yaml.clib-0.2.8-py312he70551f_0.conda
+  sha256: 7d5705ee3190a5b1c24eee2def964cc1d70b9e856488d971f0fd6df0224ca666
+  md5: f8de34a829b65a8e3ac6ddc61ed0d2e0
+  depends:
+  - 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
+  license: MIT
+  license_family: MIT
+  size: 96333
+  timestamp: 1707315306489
+- kind: conda
+  name: ruff
+  version: 0.5.0
+  build: py312h3402d49_0
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.5.0-py312h3402d49_0.conda
+  sha256: 892bc1d657d968add563fe575c6ad23c26789951e9938bc909decbb4f7ac1281
+  md5: ace8c1e4063d6342a25b71549bd73d70
+  depends:
+  - __osx >=11.0
+  - libcxx >=16
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  license_family: MIT
+  size: 5806556
+  timestamp: 1719519029730
+- kind: conda
+  name: ruff
+  version: 0.5.0
+  build: py312h5715c7c_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.5.0-py312h5715c7c_0.conda
+  sha256: 554395f223695edee3a5a30982450e43a00875603ce285f93b83cd9446393f3e
+  md5: bf1f6174cb87833cfe8a007a4993aef7
+  depends:
+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  license: MIT
+  license_family: MIT
+  size: 6372319
+  timestamp: 1719518575715
+- kind: conda
+  name: ruff
+  version: 0.5.0
+  build: py312h7a6832a_0
+  subdir: win-64
+  url: https://conda.anaconda.org/conda-forge/win-64/ruff-0.5.0-py312h7a6832a_0.conda
+  sha256: 5fb99ba6949728a739e3ea5a3e60247402d8bddc59ebed7861de889c0da419aa
+  md5: 8c7fb0af1743df8c579350d3edf9e744
+  depends:
+  - 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
+  license: MIT
+  license_family: MIT
+  size: 6209714
+  timestamp: 1719519712891
 - kind: conda
   name: scipy
   version: 1.10.1
@@ -19011,22 +19123,6 @@ packages:
   license_family: BSD
   size: 3318875
   timestamp: 1699202167581
-- kind: conda
-  name: tokenize-rt
-  version: 5.2.0
-  build: pyhd8ed1ab_1
-  build_number: 1
-  subdir: noarch
-  noarch: python
-  url: https://conda.anaconda.org/conda-forge/noarch/tokenize-rt-5.2.0-pyhd8ed1ab_1.conda
-  sha256: 718ef94c692e1ac92ad592578be3046e97045d29ada024795e25f220d1eac850
-  md5: 06d871f357861ca882b37aa295f66b27
-  depends:
-  - python >=3.8
-  license: MIT
-  license_family: MIT
-  size: 11779
-  timestamp: 1705356409158
 - kind: conda
   name: toml
   version: 0.10.2
@@ -19351,6 +19447,21 @@ packages:
   license: LGPL-2.1
   size: 281830
   timestamp: 1691504075258
+- kind: conda
+  name: untokenize
+  version: 0.1.1
+  build: py_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/untokenize-0.1.1-py_0.tar.bz2
+  sha256: 38ac6f277f228e8b79a0707a85a86971e4c73dc6b4483c2286cfb413f0b62b58
+  md5: 1447ead40f2a01733a9c8dfc32988375
+  depends:
+  - python
+  license: MIT
+  license_family: MIT
+  size: 6143
+  timestamp: 1583436833181
 - kind: conda
   name: urllib3
   version: 1.26.19
@@ -19696,6 +19807,38 @@ packages:
   license_family: MIT
   size: 20917
   timestamp: 1718013395428
+- kind: conda
+  name: zlib
+  version: 1.3.1
+  build: h4ab18f5_1
+  build_number: 1
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.1-h4ab18f5_1.conda
+  sha256: cee16ab07a11303de721915f0a269e8c7a54a5c834aa52f74b1cc3a59000ade8
+  md5: 9653f1bf3766164d0e65fa723cabbc54
+  depends:
+  - libgcc-ng >=12
+  - libzlib 1.3.1 h4ab18f5_1
+  license: Zlib
+  license_family: Other
+  size: 93004
+  timestamp: 1716874213487
+- kind: conda
+  name: zlib
+  version: 1.3.1
+  build: hfb2fe0b_1
+  build_number: 1
+  subdir: osx-arm64
+  url: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.3.1-hfb2fe0b_1.conda
+  sha256: 87360c2dc662916aac37cf01e53324b4f4f78db6f399220818076752b093ede5
+  md5: f27e021db7862b6ddbc1d3578f10d883
+  depends:
+  - __osx >=11.0
+  - libzlib 1.3.1 hfb2fe0b_1
+  license: Zlib
+  license_family: Other
+  size: 78260
+  timestamp: 1716874280334
 - kind: conda
   name: zstandard
   version: 0.22.0
diff --git a/pixi.toml b/pixi.toml
index 32158dff..ea046919 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -101,12 +101,12 @@ types-jinja2 = "*"
 
 [feature.lint.dependencies]
 pre-commit = "*"
-black = "*"
-flake8 = "*"
-isort = "*"
+docformatter = "*"
+ruff = "*"
+prettier = "*"
 taplo = "*"
+pre-commit-hooks = "*"
 typos = "*"
-pyupgrade = "*"
 
 [feature.lint.tasks]
 pre-commit-install = "pre-commit install"
diff --git a/pyproject.toml b/pyproject.toml
index 875f16cd..a0f3ec48 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,35 +17,45 @@ classifiers = [
 ]
 readme = "README.md"
 dynamic = ["version", "description"]
-
-requires-python = ">=3.8.0"
+requires-python = ">=3.8"
 
 dependencies = ["sqlalchemy >=1.4", "setuptools", "scipy", "colorama"]
 
 [project.urls]
 Source = "https://github.com/quantco/datajudge"
 
-[tool.black]
-exclude = '''
-/(
-    \.eggs
-  | \.git
-  | \.venv
-  | build
-  | dist
-)/
-'''
-
-[tool.isort]
-multi_line_output = 3
-include_trailing_comma = true
-ensure_newline_before_comments = true
-line_length = 88
-known_first_party = "datajudge"
-skip_glob = '\.eggs/*,\.git/*,\.venv/*,build/*,dist/*'
-default_section = 'THIRDPARTY'
+[tool.ruff]
+line-length = 88
+
+[tool.ruff.lint]
+ignore = [
+  "N803", # https://docs.astral.sh/ruff/rules/invalid-argument-name
+  "N806", # https://docs.astral.sh/ruff/rules/non-lowercase-variable-in-function
+  "E501", # https://docs.astral.sh/ruff/faq/#is-the-ruff-linter-compatible-with-black
+]
+select = [
+  # pyflakes
+  "F",
+  # pycodestyle
+  "E",
+  "W",
+  # isort
+  "I",
+  # pep8-naming
+  "N",
+  # pyupgrade
+  "UP",
+]
+
+[tool.ruff.lint.isort]
+known-first-party = ["datajudge"]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
 
 [tool.mypy]
+python_version = '3.8'
 no_implicit_optional = true
 allow_empty_bodies = true
 check_untyped_defs = true
diff --git a/run_integration_tests_postgres.sh b/run_integration_tests_postgres.sh
index 24d5a1bc..46bf5412 100755
--- a/run_integration_tests_postgres.sh
+++ b/run_integration_tests_postgres.sh
@@ -3,7 +3,7 @@
 docker stop $(docker ps -q --filter name=postgres_datajudge)
 
 ./start_postgres.sh &
-bash -c "while true; do printf '\nPress enter once postgres is ready: '; sleep 1; done" & 
+bash -c "while true; do printf '\nPress enter once postgres is ready: '; sleep 1; done" &
 
 read -p "Press enter to once postgres is ready: "
 kill %%
@@ -11,4 +11,3 @@ kill %%
 echo "STARTING PYTEST"
 pixi run -e postgres-py38 test $@
 docker stop $(docker ps -q --filter name=postgres_datajudge)
-
diff --git a/src/datajudge/constraints/uniques.py b/src/datajudge/constraints/uniques.py
index 5784749a..5319a823 100644
--- a/src/datajudge/constraints/uniques.py
+++ b/src/datajudge/constraints/uniques.py
@@ -230,8 +230,9 @@ def compare(
             and (relative_violations := (n_violations / n_rows))
             > self.max_relative_violations
         ):
-            output_elemes, output_counts = list(remainder.keys()), list(
-                remainder.values()
+            output_elemes, output_counts = (
+                list(remainder.keys()),
+                list(remainder.values()),
             )
             if self.output_processors is not None:
                 for output_processor in self.output_processors:
diff --git a/src/datajudge/constraints/varchar.py b/src/datajudge/constraints/varchar.py
index 7651b39f..7d016d2a 100644
--- a/src/datajudge/constraints/varchar.py
+++ b/src/datajudge/constraints/varchar.py
@@ -32,9 +32,12 @@ def __init__(
 
     def retrieve(self, engine: sa.engine.Engine, ref: DataReference):
         (
-            n_violations,
-            counterexamples,
-        ), violations_selections = db_access.get_regex_violations(
+            (
+                n_violations,
+                counterexamples,
+            ),
+            violations_selections,
+        ) = db_access.get_regex_violations(
             engine=engine,
             ref=ref,
             aggregated=self.aggregated,
@@ -114,7 +117,9 @@ def test(self, engine: sa.engine.Engine) -> TestResult:
 
         pattern = re.compile(self.ref_value)
         uniques_mismatching = {
-            x for x in uniques_factual if not pattern.match(x)  # type: ignore
+            x
+            for x in uniques_factual
+            if not pattern.match(x)  # type: ignore
         }
 
         if self.aggregated:
diff --git a/src/datajudge/utils.py b/src/datajudge/utils.py
index cd4fd238..ad47607f 100644
--- a/src/datajudge/utils.py
+++ b/src/datajudge/utils.py
@@ -173,7 +173,7 @@ def sort_tuple_none_aware(
             # if all entries are None, just use a constant int() == 0
             dtypes_each_tupleelement[dtypeidx] = int
 
-    def replace_None_with_default(elem):
+    def replace_None_with_default(elem):  # noqa: N802
         return tuple(
             ((dtype() if dtype else None) if subelem is None else subelem)
             for dtype, subelem in zip(dtypes_each_tupleelement, elem)