diff --git a/.github/workflows/archery.yml b/.github/workflows/archery.yml
index e486ef0e16e..38dd4206f88 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@v5.4.0
+        uses: actions/setup-python@v5.5.0
         with:
           python-version: '3.9'
       - name: Install pygit2 binary wheel
diff --git a/.github/workflows/comment_bot.yml b/.github/workflows/comment_bot.yml
index 578b47361b7..8fe6dfa8ebf 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@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/cpp.yml b/.github/workflows/cpp.yml
index 9b2fbbc336e..0ff55a38191 100644
--- a/.github/workflows/cpp.yml
+++ b/.github/workflows/cpp.yml
@@ -121,7 +121,7 @@ jobs:
       - name: Setup Python on hosted runner
         if: |
           matrix.runs-on == 'ubuntu-latest'
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3
       - name: Setup Python on self-hosted runner
@@ -234,7 +234,7 @@ jobs:
           $(brew --prefix bash)/bin/bash \
             ci/scripts/install_minio.sh latest ${ARROW_HOME}
       - name: Set up Python
-        uses: actions/setup-python@v5.4.0
+        uses: actions/setup-python@v5.5.0
         with:
           python-version: 3.12
       - name: Install Google Cloud Storage Testbench
@@ -451,7 +451,7 @@ 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@v5.4.0
+        uses: actions/setup-python@v5.5.0
         id: python-install
         with:
           python-version: 3.9
diff --git a/.github/workflows/csharp.yml b/.github/workflows/csharp.yml
index 75f022ee4c6..0ebeaeb5b0b 100644
--- a/.github/workflows/csharp.yml
+++ b/.github/workflows/csharp.yml
@@ -58,7 +58,7 @@ jobs:
         with:
           dotnet-version: ${{ matrix.dotnet }}
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3
       - name: Checkout Arrow
@@ -112,7 +112,7 @@ jobs:
         with:
           dotnet-version: ${{ matrix.dotnet }}
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Checkout Arrow
@@ -174,7 +174,7 @@ jobs:
             "s/^    <Version>.+<\/Version>/    <Version>${semver}<\/Version>/" \
             csharp/Directory.Build.props
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3
       - name: Setup Archery
diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index 31c117d90cf..465de645877 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -50,7 +50,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Install pre-commit
@@ -109,7 +109,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Install Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: '3.12'
       - name: Install Ruby
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 55ca6e6f2cc..8b618693dca 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -52,7 +52,7 @@ jobs:
           key: debian-docs-${{ hashFiles('cpp/**') }}
           restore-keys: debian-docs-
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/docs_light.yml b/.github/workflows/docs_light.yml
index f406c7396c4..07b926df757 100644
--- a/.github/workflows/docs_light.yml
+++ b/.github/workflows/docs_light.yml
@@ -59,7 +59,7 @@ jobs:
           key: conda-docs-${{ hashFiles('cpp/**') }}
           restore-keys: conda-docs-
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index a6a6d22d09f..e81be37d23b 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -106,7 +106,7 @@ jobs:
           key: conda-${{ hashFiles('cpp/**') }}
           restore-keys: conda-
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/js.yml b/.github/workflows/js.yml
index e100e26a05d..da8202082c9 100644
--- a/.github/workflows/js.yml
+++ b/.github/workflows/js.yml
@@ -61,7 +61,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/pr_bot.yml b/.github/workflows/pr_bot.yml
index a9ccdad0c52..f8b189f95ad 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@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index 19e7754fd87..239356d4d5a 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -114,7 +114,7 @@ jobs:
           key: ${{ matrix.cache }}-${{ hashFiles('cpp/**') }}
           restore-keys: ${{ matrix.cache }}-
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
@@ -183,7 +183,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@v5.4.0
+        uses: actions/setup-python@v5.5.0
         with:
           python-version: '3.11'
       - name: Install Dependencies
diff --git a/.github/workflows/r.yml b/.github/workflows/r.yml
index d85cec4d472..e5bf48c3e6f 100644
--- a/.github/workflows/r.yml
+++ b/.github/workflows/r.yml
@@ -155,7 +155,7 @@ jobs:
             ubuntu-${{ 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@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
@@ -214,7 +214,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/r_nightly.yml b/.github/workflows/r_nightly.yml
index e8a3c58a845..6a8f6c75c21 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@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           cache: 'pip'
           python-version: 3.12
diff --git a/.github/workflows/ruby.yml b/.github/workflows/ruby.yml
index db8d02784f4..ed26e72cf15 100644
--- a/.github/workflows/ruby.yml
+++ b/.github/workflows/ruby.yml
@@ -90,7 +90,7 @@ jobs:
           key: ubuntu-${{ matrix.ubuntu }}-ruby-${{ hashFiles('cpp/**') }}
           restore-keys: ubuntu-${{ matrix.ubuntu }}-ruby-
       - name: Setup Python
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/swift.yml b/.github/workflows/swift.yml
index 39e9b333ad5..15c599bad7b 100644
--- a/.github/workflows/swift.yml
+++ b/.github/workflows/swift.yml
@@ -64,7 +64,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python on hosted runner
-        uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+        uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3
       - name: Setup Archery
diff --git a/.github/workflows/verify_rc.yml b/.github/workflows/verify_rc.yml
index 879086cbb79..fe46ae6f230 100644
--- a/.github/workflows/verify_rc.yml
+++ b/.github/workflows/verify_rc.yml
@@ -82,7 +82,7 @@ jobs:
       TEST_WHEELS: "1"
     steps:
       - uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
-      - uses: actions/setup-python@42375524e23c412d93fb67b49958b491fce71c38 # v5.4.0
+      - uses: actions/setup-python@8d9ed9ac5c53483de85588cdf95a591a75ab9f55 # v5.5.0
         with:
           python-version: 3
       - name: Setup Archery