diff --git a/.github/workflows/archery.yml b/.github/workflows/archery.yml
index c698baba2c816..87f365b9065c8 100644
--- a/.github/workflows/archery.yml
+++ b/.github/workflows/archery.yml
@@ -59,7 +59,7 @@ jobs:
         shell: bash
         run: git branch $ARCHERY_DEFAULT_BRANCH origin/$ARCHERY_DEFAULT_BRANCH || true
       - name: Setup Python
-        uses: actions/setup-python@v5.1.0
+        uses: actions/setup-python@v5.1.1
         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 a34856d2dc81a..1138c0a02f812 100644
--- a/.github/workflows/comment_bot.yml
+++ b/.github/workflows/comment_bot.yml
@@ -41,7 +41,7 @@ jobs:
           # fetch the tags for version number generation
           fetch-depth: 0
       - name: Set up Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.12
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/cpp.yml b/.github/workflows/cpp.yml
index e539fadb859fe..eff0b0204e6bd 100644
--- a/.github/workflows/cpp.yml
+++ b/.github/workflows/cpp.yml
@@ -246,7 +246,7 @@ jobs:
           $(brew --prefix bash)/bin/bash \
             ci/scripts/install_minio.sh latest ${ARROW_HOME}
       - name: Set up Python
-        uses: actions/setup-python@v5.1.0
+        uses: actions/setup-python@v5.1.1
         with:
           python-version: 3.12
       - name: Install Google Cloud Storage Testbench
@@ -467,7 +467,7 @@ jobs:
             https://dl.min.io/server/minio/release/windows-amd64/archive/minio.RELEASE.2022-05-26T05-48-41Z
           chmod +x /usr/local/bin/minio.exe
       - name: Set up Python
-        uses: actions/setup-python@v5.1.0
+        uses: actions/setup-python@v5.1.1
         with:
           python-version: 3.9
       - name: Install Google Cloud Storage Testbench
diff --git a/.github/workflows/csharp.yml b/.github/workflows/csharp.yml
index e4db9f482e206..c9dd73bbd85f0 100644
--- a/.github/workflows/csharp.yml
+++ b/.github/workflows/csharp.yml
@@ -108,7 +108,7 @@ jobs:
         with:
           dotnet-version: ${{ matrix.dotnet }}
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.12
       - name: Checkout Arrow
diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index 5aec3638a8967..aeaa723e55509 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -46,7 +46,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.12
       - name: Install pre-commit
@@ -105,7 +105,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Install Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: '3.12'
       - name: Install Ruby
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 36a0dc014db8d..b6075746ff40a 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -53,7 +53,7 @@ jobs:
           key: debian-docs-${{ hashFiles('cpp/**') }}
           restore-keys: debian-docs-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/docs_light.yml b/.github/workflows/docs_light.yml
index 947e2ac21b83c..f66e8473e2516 100644
--- a/.github/workflows/docs_light.yml
+++ b/.github/workflows/docs_light.yml
@@ -59,7 +59,7 @@ jobs:
           key: conda-docs-${{ hashFiles('cpp/**') }}
           restore-keys: conda-docs-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.12
       - name: Setup Archery
diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml
index c247a89128b34..0d369d252b56c 100644
--- a/.github/workflows/go.yml
+++ b/.github/workflows/go.yml
@@ -213,7 +213,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -253,7 +253,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -345,7 +345,7 @@ jobs:
           github.event_name == 'push' &&
           github.repository == 'apache/arrow' &&
           github.ref_name == 'main'
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: '3.10'
       - name: Run Benchmarks
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index f53f4aeb505d2..46d422a53ae69 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -90,7 +90,7 @@ jobs:
           key: conda-${{ hashFiles('cpp/**') }}
           restore-keys: conda-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java.yml b/.github/workflows/java.yml
index 08dbe7c8068c0..8eb2682dc077d 100644
--- a/.github/workflows/java.yml
+++ b/.github/workflows/java.yml
@@ -77,7 +77,7 @@ jobs:
           key: maven-${{ hashFiles('java/**') }}
           restore-keys: maven-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java_jni.yml b/.github/workflows/java_jni.yml
index ea5f8d694a9c6..533da7c36be34 100644
--- a/.github/workflows/java_jni.yml
+++ b/.github/workflows/java_jni.yml
@@ -71,7 +71,7 @@ jobs:
           key: java-jni-manylinux-2014-${{ hashFiles('cpp/**', 'java/**') }}
           restore-keys: java-jni-manylinux-2014-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -111,7 +111,7 @@ jobs:
           key: maven-${{ hashFiles('java/**') }}
           restore-keys: maven-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java_nightly.yml b/.github/workflows/java_nightly.yml
index f40d4ce5b42d6..72afb6dbf1c1d 100644
--- a/.github/workflows/java_nightly.yml
+++ b/.github/workflows/java_nightly.yml
@@ -58,7 +58,7 @@ jobs:
           repository: ursacomputing/crossbow
           ref: main
       - name: Set up Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           cache: 'pip'
           python-version: 3.12
diff --git a/.github/workflows/js.yml b/.github/workflows/js.yml
index c11c8254011f6..ad22968a3a68b 100644
--- a/.github/workflows/js.yml
+++ b/.github/workflows/js.yml
@@ -55,7 +55,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/pr_bot.yml b/.github/workflows/pr_bot.yml
index e589610f536b3..7dd06b6aeec09 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@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.12
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index a568f8346e7fc..daadd971f8ac8 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -102,7 +102,7 @@ jobs:
           key: ${{ matrix.cache }}-${{ hashFiles('cpp/**') }}
           restore-keys: ${{ matrix.cache }}-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -172,7 +172,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@v5.1.0
+        uses: actions/setup-python@v5.1.1
         with:
           python-version: '3.11'
       - name: Install Dependencies
diff --git a/.github/workflows/r.yml b/.github/workflows/r.yml
index e8f57db99c28c..0ff7266860f29 100644
--- a/.github/workflows/r.yml
+++ b/.github/workflows/r.yml
@@ -144,7 +144,7 @@ jobs:
             ubuntu-${{ 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@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -204,7 +204,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/r_nightly.yml b/.github/workflows/r_nightly.yml
index af5382f90834c..1ec071b6bbb5e 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@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           cache: 'pip'
           python-version: 3.12
diff --git a/.github/workflows/ruby.yml b/.github/workflows/ruby.yml
index 6a29ec8e72cab..ca2305a7f9357 100644
--- a/.github/workflows/ruby.yml
+++ b/.github/workflows/ruby.yml
@@ -84,7 +84,7 @@ jobs:
           key: ubuntu-${{ matrix.ubuntu }}-ruby-${{ hashFiles('cpp/**') }}
           restore-keys: ubuntu-${{ matrix.ubuntu }}-ruby-
       - name: Setup Python
-        uses: actions/setup-python@82c7e631bb3cdc910f68e0081d67478d79c6982d # v5.1.0
+        uses: actions/setup-python@39cd14951b08e74b54015e9e001cdefcf80e669f # v5.1.1
         with:
           python-version: 3.8
       - name: Setup Archery