diff --git a/.github/workflows/archery.yml b/.github/workflows/archery.yml
index 2a043d76cb8..f6f35749710 100644
--- a/.github/workflows/archery.yml
+++ b/.github/workflows/archery.yml
@@ -65,7 +65,7 @@ jobs:
         shell: bash
         run: git branch $ARCHERY_DEFAULT_BRANCH origin/$ARCHERY_DEFAULT_BRANCH || true
       - name: Setup Python
-        uses: actions/setup-python@v6.0.0
+        uses: actions/setup-python@v6.1.0
         with:
           python-version: '3.12'
       - name: Install pygit2 binary wheel
diff --git a/.github/workflows/comment_bot.yml b/.github/workflows/comment_bot.yml
index 9f1976ea69c..4929ac5e3fd 100644
--- a/.github/workflows/comment_bot.yml
+++ b/.github/workflows/comment_bot.yml
@@ -42,7 +42,7 @@ jobs:
           # fetch the tags for version number generation
           fetch-depth: 0
       - name: Set up Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/cpp.yml b/.github/workflows/cpp.yml
index 6b6dfe2b37c..644935e5103 100644
--- a/.github/workflows/cpp.yml
+++ b/.github/workflows/cpp.yml
@@ -123,7 +123,7 @@ jobs:
       - name: Setup Python on hosted runner
         if: |
           matrix.runs-on == 'ubuntu-latest'
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3
       - name: Setup Python on self-hosted runner
@@ -235,7 +235,7 @@ jobs:
           $(brew --prefix bash)/bin/bash \
             ci/scripts/install_minio.sh latest ${ARROW_HOME}
       - name: Set up Python
-        uses: actions/setup-python@v6.0.0
+        uses: actions/setup-python@v6.1.0
         with:
           python-version: 3.12
       - name: Install Google Cloud Storage Testbench
@@ -378,7 +378,7 @@ jobs:
             https://dl.min.io/server/minio/release/windows-amd64/archive/minio.RELEASE.2024-09-13T20-26-02Z
           chmod +x /usr/local/bin/minio.exe
       - name: Set up Python
-        uses: actions/setup-python@v6.0.0
+        uses: actions/setup-python@v6.1.0
         id: python-install
         with:
           python-version: '3.12'
diff --git a/.github/workflows/cpp_extra.yml b/.github/workflows/cpp_extra.yml
index 57b419f31c9..d39932700bb 100644
--- a/.github/workflows/cpp_extra.yml
+++ b/.github/workflows/cpp_extra.yml
@@ -132,7 +132,7 @@ jobs:
           key: extra-${{ matrix.image }}-${{ hashFiles('cpp/**') }}
           restore-keys: extra-${{ matrix.image }}-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3
       - name: Setup Archery
@@ -217,7 +217,7 @@ jobs:
           key: jni-${{ matrix.platform.runs-on }}-${{ hashFiles('cpp/**') }}
           restore-keys: jni-${{ matrix.platform.runs-on }}-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3
       - name: Setup Archery
diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index 9cc474c7da4..08b3696fc5d 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -92,7 +92,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Install Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: '3.12'
       - name: Install Ruby
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 2f4cf3dab93..894b697fbf9 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -52,7 +52,7 @@ jobs:
           key: debian-docs-${{ hashFiles('cpp/**') }}
           restore-keys: debian-docs-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/docs_light.yml b/.github/workflows/docs_light.yml
index 90ed9e7ffe2..68edc433fc0 100644
--- a/.github/workflows/docs_light.yml
+++ b/.github/workflows/docs_light.yml
@@ -59,7 +59,7 @@ jobs:
           key: conda-docs-${{ hashFiles('cpp/**') }}
           restore-keys: conda-docs-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index a56863c04aa..34317c5f260 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -108,7 +108,7 @@ jobs:
           key: conda-${{ hashFiles('cpp/**') }}
           restore-keys: conda-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/pr_bot.yml b/.github/workflows/pr_bot.yml
index 2acdaf721e9..dc9294a13a9 100644
--- a/.github/workflows/pr_bot.yml
+++ b/.github/workflows/pr_bot.yml
@@ -82,7 +82,7 @@ jobs:
           # fetch the tags for version number generation
           fetch-depth: 0
       - name: Set up Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index 2dce09c8387..b868dbc1bc5 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -114,7 +114,7 @@ jobs:
           key: ${{ matrix.cache }}-${{ hashFiles('cpp/**') }}
           restore-keys: ${{ matrix.cache }}-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Setup Archery
@@ -183,7 +183,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@v6.0.0
+        uses: actions/setup-python@v6.1.0
         with:
           python-version: '3.11'
       - name: Install Dependencies
@@ -262,7 +262,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.13
       - name: Install ccache
diff --git a/.github/workflows/r.yml b/.github/workflows/r.yml
index b0b202754fb..9bb83b97598 100644
--- a/.github/workflows/r.yml
+++ b/.github/workflows/r.yml
@@ -96,7 +96,7 @@ jobs:
             ubuntu-${{ matrix.ubuntu }}-r-${{ matrix.r }}-${{ hashFiles('cpp/src/**/*.cc','cpp/src/**/*.h)') }}-
             ubuntu-${{ matrix.ubuntu }}-r-${{ matrix.r }}-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Setup Archery
@@ -155,7 +155,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/r_nightly.yml b/.github/workflows/r_nightly.yml
index 6e71e85dfe2..babf4e771a6 100644
--- a/.github/workflows/r_nightly.yml
+++ b/.github/workflows/r_nightly.yml
@@ -60,7 +60,7 @@ jobs:
           repository: ursacomputing/crossbow
           ref: main
       - name: Set up Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           cache: 'pip'
           python-version: 3.12
diff --git a/.github/workflows/report_ci.yml b/.github/workflows/report_ci.yml
index cf7c3288c97..3386b4777a5 100644
--- a/.github/workflows/report_ci.yml
+++ b/.github/workflows/report_ci.yml
@@ -34,7 +34,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3
       - name: Setup Archery
diff --git a/.github/workflows/ruby.yml b/.github/workflows/ruby.yml
index a3924af1a09..1bb09def980 100644
--- a/.github/workflows/ruby.yml
+++ b/.github/workflows/ruby.yml
@@ -92,7 +92,7 @@ jobs:
           key: ubuntu-${{ matrix.ubuntu }}-ruby-${{ hashFiles('cpp/**') }}
           restore-keys: ubuntu-${{ matrix.ubuntu }}-ruby-
       - name: Setup Python
-        uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+        uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/verify_rc.yml b/.github/workflows/verify_rc.yml
index 94c988dde94..7d1d7bb3b9d 100644
--- a/.github/workflows/verify_rc.yml
+++ b/.github/workflows/verify_rc.yml
@@ -157,7 +157,7 @@ jobs:
       VERSION: ${{ needs.target.outputs.version }}
     steps:
       - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
-      - uses: actions/setup-python@e797f83bcb11b83ae66e0230d6156d7c80228e7c # v6.0.0
+      - uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
         with:
           python-version: 3
       - name: Setup Archery