diff --git a/.copier-answers.yml b/.copier-answers.yml
index 091ea5e..17f05bb 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -8,7 +8,7 @@
 #
 # If you want to run this as a one-off command, prefix with:
 #   `pixi exec --spec copier --spec ruamel.yaml -- {command}`
-_commit: v0.5.3
+_commit: v0.6.0
 _src_path: https://github.com/quantco/copier-template-python-open-source
 add_autobump_workflow: false
 author_email: oliver.borchert@quantco.com
diff --git a/.envrc b/.envrc
index 9541d5f..453335d 100644
--- a/.envrc
+++ b/.envrc
@@ -1,2 +1,7 @@
+<<<<<<< before updating
 watch_file pixi.toml pixi.lock
 eval "$(pixi shell-hook)"
+||||||| last update
+=======
+layout pixi
+>>>>>>> after updating
diff --git a/.gitattributes b/.gitattributes
index ba44862..b501fd5 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1 +1 @@
-pixi.lock merge=binary linguist-language=YAML linguist-generated=true
+pixi.lock merge=binary linguist-language=YAML linguist-generated=true -diff
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 7f449d1..a0c422e 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -17,7 +17,13 @@ jobs:
         with:
           fetch-depth: 0
       - name: Set up pixi
+<<<<<<< before updating
         uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+||||||| last update
+        uses: prefix-dev/setup-pixi@1b2de7f3351f171c8b4dfeb558c639cb58ed4ec0 # v0.9.5
+=======
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
+>>>>>>> after updating
         with:
           environments: build
       - name: Set version
@@ -25,7 +31,7 @@ jobs:
       - name: Build project
         run: pixi run -e build build-sdist
       - name: Upload package
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: sdist
           path: dist/*
@@ -109,7 +115,7 @@ jobs:
       id-token: write
     environment: pypi
     steps:
-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
         with:
           path: dist
           merge-multiple: true
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index eabf6fb..9213564 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -18,12 +18,21 @@ jobs:
     timeout-minutes: 30
     runs-on: ubuntu-latest
     steps:
+<<<<<<< before updating
       - name: Checkout branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
         with:
           # needed for 'pre-commit-mirrors-insert-license'
           fetch-depth: 0
+||||||| last update
+      - name: Checkout branch
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+=======
+      - name: Check out branch
+        uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
+>>>>>>> after updating
       - name: Set up pixi
+<<<<<<< before updating
         uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
         with:
           environments: default default-py311
@@ -31,6 +40,11 @@ jobs:
         run: rustup show
       - name: Cache Rust dependencies
         uses: Swatinem/rust-cache@6323deb102c322ba6fcbdcafc7e3dddab59af2b6 # v2.9.2
+||||||| last update
+        uses: prefix-dev/setup-pixi@1b2de7f3351f171c8b4dfeb558c639cb58ed4ec0 # v0.9.5
+=======
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
+>>>>>>> after updating
       - name: Run linting
         run: pixi run lint
         env:
@@ -44,7 +58,22 @@ jobs:
       fail-fast: true
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
+<<<<<<< before updating
         environment: [py311, py312, py313, py314]
+||||||| last update
+        environment:
+          - py311
+          - py312
+          - py313
+          - py314
+=======
+        environment:
+          - py311
+          - py312
+          - py313
+          - py314
+          - py315
+>>>>>>> after updating
         with_optionals: [false]
         include:
           # Test with optional dependencies across OSes
@@ -65,7 +94,13 @@ jobs:
       - name: Checkout branch
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
       - name: Set up pixi
+<<<<<<< before updating
         uses: prefix-dev/setup-pixi@d3f436a425481402e6a95a1d1fc10331c708cd9e # v0.10.2
+||||||| last update
+        uses: prefix-dev/setup-pixi@1b2de7f3351f171c8b4dfeb558c639cb58ed4ec0 # v0.9.5
+=======
+        uses: prefix-dev/setup-pixi@ad1da6449d9e506fd127fd67ab2d054a769f6a94 # v0.11.2
+>>>>>>> after updating
         with:
           environments: ${{ matrix.environment }}
           # FIXME: Remove when `s3_server` fixture does not start a process anymore
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index 14624fb..ba92afc 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -34,13 +34,19 @@ jobs:
       # actions: read
 
     steps:
-      - name: "Checkout code"
+      - name: "Check out code"
         uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
         with:
           persist-credentials: false
 
       - name: "Run analysis"
+<<<<<<< before updating
         uses: ossf/scorecard-action@2d1146689b8cda280b9bc96326124645441f03bc # v2.4.4
+||||||| last update
+        uses: ossf/scorecard-action@4eaacf0543bb3f2c246792bd56e8cdeffafb205a # v2.4.3
+=======
+        uses: ossf/scorecard-action@fa7117db83c52d787ae5a89f350999701505d78e # v2.5.0
+>>>>>>> after updating
         with:
           results_file: results.sarif
           results_format: sarif
@@ -65,7 +71,7 @@ jobs:
       # Upload the results as artifacts (optional). Commenting out will disable uploads of run results in SARIF
       # format to the repository Actions tab.
       - name: "Upload artifact"
-        uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+        uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: SARIF file
           path: results.sarif
@@ -74,6 +80,12 @@ jobs:
       # Upload the results to GitHub's code scanning dashboard (optional).
       # Commenting out will disable upload of results to your repo's Code Scanning dashboard
       - name: "Upload to code-scanning"
+<<<<<<< before updating
         uses: github/codeql-action/upload-sarif@2892aa5e19bbd11bc0cff5427e3b750a04d9e3c2 # v4.38.2
+||||||| last update
+        uses: github/codeql-action/upload-sarif@9e0d7b8d25671d64c341c19c0152d693099fb5ba # v4.35.5
+=======
+        uses: github/codeql-action/upload-sarif@6f2ac81f5cd81fe351a197ba0b00d91d03cd2aee # v4.39.0
+>>>>>>> after updating
         with:
           sarif_file: results.sarif
diff --git a/.gitignore b/.gitignore
index d24d6aa..2f2812b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,8 @@
-# Created by https://www.toptal.com/developers/gitignore/api/linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
-# Edit at https://www.toptal.com/developers/gitignore?templates=linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
+# Explicitly unignore hidden files for ripgrep. Individual folders can still
+# be ignored in the blocks below.
+!.*
 
+<<<<<<< before updating
 ### direnv ###
 .direnv
 
@@ -21,179 +23,73 @@
 
 ### macOS ###
 # General
-.DS_Store
-.AppleDouble
-.LSOverride
-
-# Icon must end with two \r
-Icon
-
-
-# Thumbnails
-._*
-
-# Files that might appear in the root of a volume
-.DocumentRevisions-V100
-.fseventsd
-.Spotlight-V100
-.TemporaryItems
-.Trashes
-.VolumeIcon.icns
-.com.apple.timemachine.donotpresent
-
-# Directories potentially created on remote AFP share
-.AppleDB
-.AppleDesktop
-Network Trash Folder
-Temporary Items
-.apdisk
-
-### macOS Patch ###
-# iCloud generated files
-*.icloud
-
-### PyCharm+all ###
-# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
-# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
-
-# User-specific stuff
-.idea/**/workspace.xml
-.idea/**/tasks.xml
-.idea/**/usage.statistics.xml
-.idea/**/dictionaries
-.idea/**/shelf
-
-# AWS User-specific
-.idea/**/aws.xml
-
-# Generated files
-.idea/**/contentModel.xml
-
-# Sensitive or high-churn files
-.idea/**/dataSources/
-.idea/**/dataSources.ids
-.idea/**/dataSources.local.xml
-.idea/**/sqlDataSources.xml
-.idea/**/dynamic.xml
-.idea/**/uiDesigner.xml
-.idea/**/dbnavigator.xml
-
-# Gradle
-.idea/**/gradle.xml
-.idea/**/libraries
-
-# Gradle and Maven with auto-import
-# When using Gradle or Maven with auto-import, you should exclude module files,
-# since they will be recreated, and may cause churn.  Uncomment if using
-# auto-import.
-# .idea/artifacts
-# .idea/compiler.xml
-# .idea/jarRepositories.xml
-# .idea/modules.xml
-# .idea/*.iml
-# .idea/modules
-# *.iml
-# *.ipr
-
-# CMake
-cmake-build-*/
-
-# Mongo Explorer plugin
-.idea/**/mongoSettings.xml
-
-# File-based project format
-*.iws
-
-# IntelliJ
-out/
-
-# mpeltonen/sbt-idea plugin
-.idea_modules/
-
-# JIRA plugin
-atlassian-ide-plugin.xml
-
-# Cursive Clojure plugin
-.idea/replstate.xml
+||||||| last update
+### direnv ###
+.direnv
+.envrc
 
-# SonarLint plugin
-.idea/sonarlint/
+### Linux ###
+*~
 
-# Crashlytics plugin (for Android Studio and IntelliJ)
-com_crashlytics_export_strings.xml
-crashlytics.properties
-crashlytics-build.properties
-fabric.properties
+# temporary files which can be created if a process still has a handle open of a deleted file
+.fuse_hidden*
 
-# Editor-based Rest Client
-.idea/httpRequests
+# KDE directory preferences
+.directory
 
-# Android studio 3.1+ serialized cache file
-.idea/caches/build_file_checksums.ser
+# Linux trash folder which might appear on any partition or disk
+.Trash-*
 
-### PyCharm+all Patch ###
-# Ignore everything but code style settings and run configurations
-# that are supposed to be shared within teams.
+# .nfs files are created when an open file is removed but is still being accessed
+.nfs*
 
-.idea/*
+### macOS ###
+# General
+=======
+# macOS
+>>>>>>> after updating
+.DS_Store
 
-!.idea/codeStyles
-!.idea/runConfigurations
+# IDEs
+.idea/
+.vscode/
+#!.vscode/settings.json
+#!.vscode/tasks.json
+#!.vscode/launch.json
+#!.vscode/extensions.json
+#!.vscode/*.code-snippets
+# Local History for Visual Studio Code
+.history/
 
-### Python ###
-# Byte-compiled / optimized / DLL files
+# python
 __pycache__/
+.pytest_cache/
+.mypy_cache/
 *.py[cod]
 *$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
+.ipynb_checkpoints
+.ruff_cache/
+.venv
+venv/
+__pypackages__/
+cython_debug/
 *.egg-info/
-.installed.cfg
 *.egg
-MANIFEST
-
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
+.pixi
 
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
+# coverage
 .coverage
 .coverage.*
-.cache
-nosetests.xml
 coverage.xml
+/coverage
 *.cover
 *.py,cover
-.hypothesis/
-.pytest_cache/
 cover/
+htmlcov/
+.tox/
+.nox/
 
+<<<<<<< before updating
 # Translations
 *.mo
 *.pot
@@ -217,7 +113,37 @@ docs/**/_gen/
 
 # PyBuilder
 .pybuilder/
+||||||| last update
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+=======
+# build outputs
+build/
+out/
+output/
+>>>>>>> after updating
 target/
+<<<<<<< before updating
 
 # Jupyter Notebook
 .ipynb_checkpoints
@@ -287,8 +213,78 @@ venv.bak/
 .ropeproject
 
 # mkdocs documentation
+||||||| last update
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+=======
+dist/
+.cache/
+>>>>>>> after updating
 /site
+docs/_build/
+*.conda
 
+<<<<<<< before updating
 # mypy
 .mypy_cache/
 .dmypy.json
@@ -384,11 +380,122 @@ $RECYCLE.BIN/
 
 # Windows shortcuts
 *.lnk
+||||||| last update
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### Python Patch ###
+# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
+poetry.toml
+
+# ruff
+.ruff_cache/
+
+# LSP config files
+pyrightconfig.json
+
+### Vim ###
+# Swap
+[._]*.s[a-v][a-z]
+!*.svg  # comment out if you don't need vector files
+[._]*.sw[a-p]
+[._]s[a-rt-v][a-z]
+[._]ss[a-gi-z]
+[._]sw[a-p]
+
+# Session
+Session.vim
+Sessionx.vim
+
+# Temporary
+.netrwhist
+# Auto-generated tag files
+tags
+# Persistent undo
+[._]*.un~
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
+
+### VisualStudioCode Patch ###
+# Ignore all local history of files
+.history
+.ionide
+
+### Windows ###
+# Windows thumbnail cache files
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+
+# Dump file
+*.stackdump
+
+# Folder config file
+[Dd]esktop.ini
+
+# Recycle Bin used on file shares
+$RECYCLE.BIN/
+
+# Windows Installer files
+*.cab
+*.msi
+*.msix
+*.msm
+*.msp
+
+# Windows shortcuts
+*.lnk
+=======
+# general
+*.so
+cmake-build-*/
+*.log
+.env
+>>>>>>> after updating
 
-# End of https://www.toptal.com/developers/gitignore/api/linux,macos,direnv,python,windows,pycharm+all,visualstudiocode,vim
+# Claude
+.claude/*.local.*
+.claude/worktrees/
 
+<<<<<<< before updating
 # interactive testing
 /*.ipynb
 
 # pytest-benchmark
 .benchmarks/
+||||||| last update
+.pixi
+=======
+# customizations per repo
+>>>>>>> after updating
diff --git a/.lefthook.yaml b/.lefthook.yaml
index 76f433b..fe92374 100644
--- a/.lefthook.yaml
+++ b/.lefthook.yaml
@@ -25,9 +25,9 @@ pre-commit:
           - name: prettier
             glob: "*.{md,yml,yaml}"
             run: pixi {run} prettier --write --no-error-on-unmatched-pattern --list-different --ignore-unknown {staged_files}
-          - name: taplo
+          - name: tombi
             glob: "*.toml"
-            run: pixi {run} taplo format {staged_files}
+            run: pixi {run} tombi format --offline {staged_files}
           - name: cargo-fmt
             glob: "*.rs"
             run: pixi {run} cargo fmt
@@ -50,6 +50,8 @@ pre-commit:
               - "*.rst"
           - name: typos
             glob: "*"
+            exclude:
+              - .copier-answers.yml
             file_types: text
             run: pixi {run} typos --force-exclude {staged_files}
           - name: zizmor
diff --git a/dataframely/__init__.py b/dataframely/__init__.py
index 6c8a39a..319d338 100644
--- a/dataframely/__init__.py
+++ b/dataframely/__init__.py
@@ -1,13 +1,13 @@
 # Copyright (c) QuantCo 2025-2026
 # SPDX-License-Identifier: BSD-3-Clause
 
-import importlib.metadata
-import warnings
+import warnings as _warnings
+from importlib import metadata as _metadata
 
 try:
-    __version__ = importlib.metadata.version(__name__)
-except importlib.metadata.PackageNotFoundError as e:  # pragma: no cover
-    warnings.warn(f"Could not determine version of {__name__}\n{e!s}", stacklevel=2)
+    __version__ = _metadata.version(__name__)
+except _metadata.PackageNotFoundError as e:  # pragma: no cover
+    _warnings.warn(f"Could not determine version of {__name__}\n{e!s}", stacklevel=2)
     __version__ = "unknown"
 
 from . import random
diff --git a/pixi.lock b/pixi.lock
index a07cedf..24274d7 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -582,8 +582,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.18.1-py314h36f0660_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/snappy-1.2.2-h34e00bb_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/sqlalchemy-2.1.3-py314hfe1a184_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/taplo-0.10.0-he64ecbb_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tombi-1.9.5-hf19af3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.10-py314h89acca1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/typos-1.50.3-hf19af3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/unixodbc-2.3.14-h69e2008_0.conda
@@ -846,8 +846,8 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/scipy-1.18.1-py314hb3ba6a9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/snappy-1.2.2-h7d29b6f_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/sqlalchemy-2.1.3-py314ha22a00f_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/taplo-0.10.0-hb434046_2.conda
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       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
@@ -5437,9 +5437,9 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/rapidfuzz-3.14.6-py315h05291f8_3.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ruamel.yaml.clib-0.2.15-py315h37d93b3_5.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ruff-0.16.10-h808fad9_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/taplo-0.10.0-h18a1a76_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2023.1.0-h272cf33_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h967ab96_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tombi-1.9.5-h18a1a76_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/typos-1.50.3-h18a1a76_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.5-ha367084_41.conda
@@ -13688,20 +13688,6 @@ packages:
   run_exports: {}
   size: 4207884
   timestamp: 1791443361072
-- conda: https://conda.anaconda.org/conda-forge/linux-64/taplo-0.10.0-he64ecbb_2.conda
-  sha256: 4fadb3cddac0461c6715fa987944d6876e7402efc037ab5c05707b788d7dfcf9
-  md5: 718059e50f92fa30cb9b4daa597b41ce
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - openssl >=3.5.6,<4.0a0
-  constrains:
-  - __glibc >=2.17
-  license: MIT
-  license_family: MIT
-  run_exports: {}
-  size: 4099420
-  timestamp: 1780697891321
 - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
   build_number: 104
   sha256: a1a241d172c1ccab067ba245206dd048bc3c2d1b84504b53c9468e99adfc16a1
@@ -13718,6 +13704,19 @@ packages:
     - tk >=8.6.13,<8.7.0a0
   size: 3566806
   timestamp: 1787272857910
+- conda: https://conda.anaconda.org/conda-forge/linux-64/tombi-1.9.5-hf19af3b_0.conda
+  sha256: c7617f24b8e46cd25dc6c54d28d61f8db1754305675d6458924c7f9411cd9c1a
+  md5: 06e696c23be8acf3a8846e496374e580
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=15
+  constrains:
+  - __glibc >=2.17
+  license: MIT
+  license_family: MIT
+  run_exports: {}
+  size: 7148860
+  timestamp: 1792906299847
 - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.10-py311h0d48ccd_0.conda
   sha256: 770b9c1537d67859c2f591c461f5b6929fe1d8531c63ab6da568ad7d706621f8
   md5: 59c42333f75723bea30f200f0cd68228
@@ -17233,19 +17232,6 @@ packages:
   run_exports: {}
   size: 4223744
   timestamp: 1791443357201
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/taplo-0.10.0-hb434046_2.conda
-  sha256: ccb8d8c30d8ea0741724065e2f328051dc0d983ada052999e9252c30c6cd3d05
-  md5: edde7f5cf2bb58fcfe3947daad580f25
-  depends:
-  - libgcc >=14
-  - openssl >=3.5.6,<4.0a0
-  constrains:
-  - __glibc >=2.17
-  license: MIT
-  license_family: MIT
-  run_exports: {}
-  size: 3969209
-  timestamp: 1780697914100
 - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tk-8.6.13-noxft_hf03c496_4.conda
   build_number: 104
   sha256: a1aa0d0f0b3d539644ff992e6dd0facf950c79df58fc37590ce5be84ff5e3f22
@@ -17261,6 +17247,18 @@ packages:
     - tk >=8.6.13,<8.7.0a0
   size: 3664220
   timestamp: 1787272859143
+- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tombi-1.9.5-h328a733_0.conda
+  sha256: a6682531db1851f7ee0f1cfeebbb13d35288a53c9095392b791f9c63985cd4ac
+  md5: b53b01cbb3cc702f74d5434e23466b64
+  depends:
+  - libgcc >=15
+  constrains:
+  - __glibc >=2.17
+  license: MIT
+  license_family: MIT
+  run_exports: {}
+  size: 6744049
+  timestamp: 1792906305987
 - conda: https://conda.anaconda.org/conda-forge/linux-aarch64/tornado-6.5.10-py311h5a00dd8_0.conda
   sha256: 60c9ea283e1f0869ffd1215c8ac4b776c5c0518df0b878471e2acff2c1d9b2f2
   md5: cc08979cc3b01e3c1f756a3d00cf1023
@@ -23823,19 +23821,6 @@ packages:
   run_exports: {}
   size: 4157858
   timestamp: 1791443518691
-- conda: https://conda.anaconda.org/conda-forge/osx-64/taplo-0.10.0-h651e3a3_2.conda
-  sha256: 8d0d5ca037061e4d08df26860466f95ed7b7d044cc8a6d2812fc522a6bcef38c
-  md5: d0ca306378b3e170395e31aef18cca83
-  depends:
-  - __osx >=11.0
-  - openssl >=3.5.6,<4.0a0
-  constrains:
-  - __osx >=11.0
-  license: MIT
-  license_family: MIT
-  run_exports: {}
-  size: 4030460
-  timestamp: 1780697976189
 - conda: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-ha6c374e_4.conda
   sha256: 74e5fabcaf6ca0db052c645646ea04ded98a5eb7540483217f8101a819eb3107
   md5: 71c9f1f0267f2639523e898c6b50a4dc
@@ -23848,6 +23833,18 @@ packages:
     - tk >=8.6.13,<8.7.0a0
   size: 3512384
   timestamp: 1787272935349
+- conda: https://conda.anaconda.org/conda-forge/osx-64/tombi-1.9.5-h3047c83_0.conda
+  sha256: fc98c6a3501cc16e01709d96a57b466fd9ca09524aa417ea9f609eee55f342a2
+  md5: 9443abba8f84dbf1224f17b617de81aa
+  depends:
+  - __osx >=11.0
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  license_family: MIT
+  run_exports: {}
+  size: 7033483
+  timestamp: 1792906359647
 - conda: https://conda.anaconda.org/conda-forge/osx-64/tornado-6.5.10-py311h5e2e7b6_0.conda
   sha256: 57a283defc4422fbcf03dea4b2ad3437ef3ed08bd3f11912aabb7a2ffdb71235
   md5: 2de2e47779a13909c126ceb84a79bfdf
@@ -27255,19 +27252,6 @@ packages:
   run_exports: {}
   size: 4163910
   timestamp: 1791443425749
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/taplo-0.10.0-h17e24d4_2.conda
-  sha256: 7cd99a6af769a497ab50d44d6697bb0cb50b20153153679aee1baef687963209
-  md5: 8ee9613094590d6b7cbb2e98e5a75314
-  depends:
-  - __osx >=11.0
-  - openssl >=3.5.6,<4.0a0
-  constrains:
-  - __osx >=11.0
-  license: MIT
-  license_family: MIT
-  run_exports: {}
-  size: 3742965
-  timestamp: 1780697918469
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-hbeba79b_4.conda
   sha256: 857d89087ae7f2c328cf256728affcb7343031a148b4af847334d248a9cf564c
   md5: 90a01bf394d1c594e0eb9258f967d828
@@ -27280,6 +27264,18 @@ packages:
     - tk >=8.6.13,<8.7.0a0
   size: 3342183
   timestamp: 1787272852357
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/tombi-1.9.5-ha19a7bb_0.conda
+  sha256: 3f1e658e2f2b4538ab5767e1ca5d57e822703da53e24e8c3c5318027d56092b8
+  md5: f29b92a1dd69ccb8b538b5202d821f27
+  depends:
+  - __osx >=11.0
+  constrains:
+  - __osx >=11.0
+  license: MIT
+  license_family: MIT
+  run_exports: {}
+  size: 6489255
+  timestamp: 1792906338511
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.10-py311h5edb25e_0.conda
   sha256: 12c7358a58e0cd6da969d9e1b29955273c615c84161910701692381fec9f66a7
   md5: 99c8a8bd9229e05e73d251ecd83d00be
@@ -30551,18 +30547,6 @@ packages:
   run_exports: {}
   size: 4113765
   timestamp: 1791443357926
-- conda: https://conda.anaconda.org/conda-forge/win-64/taplo-0.10.0-h18a1a76_2.conda
-  sha256: 4350e711a930e87eadaf87e633fd0339eecfd55a9116161fde6973066a755053
-  md5: dd0703d842bbe23e13f99e3681e4b350
-  depends:
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  license: MIT
-  license_family: MIT
-  run_exports: {}
-  size: 4244234
-  timestamp: 1780697930138
 - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2023.1.0-h272cf33_2.conda
   sha256: 65f5a52eb5250ca0d627e6958e703583dca008988695284fc2181b3a0a790efd
   md5: 83371bd3f796b3c2d3f0436692d3ea73
@@ -30589,6 +30573,18 @@ packages:
     - tk >=8.6.13,<8.7.0a0
   size: 3782376
   timestamp: 1787272860855
+- conda: https://conda.anaconda.org/conda-forge/win-64/tombi-1.9.5-h18a1a76_0.conda
+  sha256: 0e627167c105fac4229cffc890051402bec8a8cfd894bf56ca9b5f6a4f2bde68
+  md5: 37ce73fb6d0cbb95d6701384be94e818
+  depends:
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  license: MIT
+  license_family: MIT
+  run_exports: {}
+  size: 7900105
+  timestamp: 1792906308851
 - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.10-py311h3485c13_0.conda
   sha256: 06ec2b9666a99c2541c9ab1f3b4537c5ad857539f18a2eb186e1551e7e39c013
   md5: 961e9bde6b0a3744543fade1d3bc4de0
diff --git a/pixi.toml b/pixi.toml
index b1992f8..1e8363f 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -69,6 +69,7 @@ python-build = "*"
 setuptools-scm = "*"
 twine = ">=6"
 wheel = "*"
+
 [feature.build.target.unix.dependencies]
 sed = "*"
 
@@ -84,7 +85,7 @@ lefthook = "*"
 pre-commit-hooks = "*"
 prettier = "*"
 ruff = "*"
-taplo = "*"
+tombi = "*"
 typos = "*"
 zizmor = "*"
 
@@ -142,3 +143,6 @@ default-polars-minimal = [
   "test",
 ]
 polars-minimal = ["polars-minimal", "py314", "test"]
+
+[feature.py315.dependencies]
+python = "3.15.*"
diff --git a/pyproject.toml b/pyproject.toml
index f4ab500..fc15aeb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,6 +14,7 @@ classifiers = [
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
+  "Programming Language :: Python :: 3.15",
 ]
 dependencies = ["numpy", "polars>=1.35"]
 description = "A declarative, polars-native data frame validation library"
@@ -47,9 +48,20 @@ line-length = 88
 
 [tool.ruff.lint]
 ignore = [
+<<<<<<< before updating
   "E501", # https://docs.astral.sh/ruff/faq/#is-the-ruff-linter-compatible-with-black
   "N803", # https://docs.astral.sh/ruff/rules/invalid-argument-name
   "N806", # https://docs.astral.sh/ruff/rules/non-lowercase-variable-in-function
+||||||| last update
+  "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
+=======
+  "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
+  "D1",  # https://docs.astral.sh/ruff/rules/#pydocstyle-d
+>>>>>>> after updating
 ]
 select = [
   # pyflakes
@@ -63,6 +75,8 @@ select = [
   "N",
   # pyupgrade
   "UP",
+  # pydocstyle
+  "D",
 ]
 
 [tool.ruff.lint.pep8-naming]
@@ -82,7 +96,7 @@ exclude = ["docs/"]
 explicit_package_bases = true
 no_implicit_optional = true
 plugins = ["pydantic.mypy"]
-python_version = '3.11'
+python_version = "3.11"
 warn_unused_ignores = true
 
 [[tool.mypy.overrides]]
@@ -107,3 +121,9 @@ testpaths = ["tests"]
 
 [tool.coverage.run]
 omit = ["dataframely/testing/generate.py"]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.tombi]
+schema.enabled = false