diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6471bc4..fd3f2d1 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ ci:
 
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-case-conflict
       - id: check-merge-conflict
@@ -20,27 +20,27 @@ repos:
         args: ["--pytest-test-first"]
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.11.2
+    rev: v0.15.12
     hooks:
       - id: ruff
         args: ["--fix", "--show-fixes"]
       - id: ruff-format
 
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.4.1
+    rev: v2.4.2
     hooks:
       - id: codespell
         additional_dependencies:
           - tomli
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.31.3
+    rev: 0.37.2
     hooks:
       - id: check-github-workflows
         args: ["--verbose"]
 
   - repo: https://github.com/pre-commit/mirrors-mypy
-    rev: v1.15.0
+    rev: v1.20.2
     hooks:
       - id: mypy
         files: src
@@ -49,13 +49,13 @@ repos:
           - types-pyyaml
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.32.1
+    rev: 0.37.2
     hooks:
       - id: check-readthedocs
       - id: check-dependabot
       - id: check-github-workflows
 
   - repo: https://github.com/henryiii/validate-pyproject-schema-store
-    rev: 2025.02.24
+    rev: 2026.04.26
     hooks:
       - id: validate-pyproject
diff --git a/pyproject.toml b/pyproject.toml
index 778dd29..692c0ac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -63,5 +63,4 @@ extend-select = [
 ignore = [
     "E402",  # module level import not at top of file
     "NPY002",  # Replace legacy `np.random` call with `np.random.Generator`
-    "PD901",  # Avoid using the generic variable name `df` for DataFrames
 ]