diff --git a/.github/workflows/archery.yml b/.github/workflows/archery.yml
index bc11bb42366e2..1f915240e9f31 100644
--- a/.github/workflows/archery.yml
+++ b/.github/workflows/archery.yml
@@ -57,7 +57,7 @@ jobs:
         shell: bash
         run: git branch $ARCHERY_DEFAULT_BRANCH origin/$ARCHERY_DEFAULT_BRANCH || true
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: '3.8'
       - name: Install pygit2 binary wheel
diff --git a/.github/workflows/comment_bot.yml b/.github/workflows/comment_bot.yml
index 610b76b0070c1..fc939693c369c 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@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/cpp.yml b/.github/workflows/cpp.yml
index fe63713db59ac..2e3c2a355a884 100644
--- a/.github/workflows/cpp.yml
+++ b/.github/workflows/cpp.yml
@@ -199,7 +199,7 @@ jobs:
           $(brew --prefix bash)/bin/bash \
             ci/scripts/install_minio.sh latest /usr/local
       - name: Set up Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: 3.9
       - name: Install Google Cloud Storage Testbench
@@ -426,7 +426,7 @@ jobs:
             https://dl.min.io/server/minio/release/windows-amd64/archive/minio.RELEASE.2022-05-26T05-48-41Z
           chmod +x /usr/local/bin/minio.exe
       - name: Set up Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: 3.9
       - name: Install Google Cloud Storage Testbench
diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index d1425ad7596ad..4892767324335 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -41,7 +41,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -88,7 +88,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Install Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: '3.8'
       - name: Install Ruby
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index b30e1eb8809db..098b5ff29df5a 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -51,7 +51,7 @@ jobs:
           key: ubuntu-docs-${{ hashFiles('cpp/**') }}
           restore-keys: ubuntu-docs-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/docs_light.yml b/.github/workflows/docs_light.yml
index e96ccecdff598..8d10060c9d8a0 100644
--- a/.github/workflows/docs_light.yml
+++ b/.github/workflows/docs_light.yml
@@ -57,7 +57,7 @@ jobs:
           key: conda-docs-${{ hashFiles('cpp/**') }}
           restore-keys: conda-docs-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml
index 11668aaf1b301..ded6985f9ed5c 100644
--- a/.github/workflows/go.yml
+++ b/.github/workflows/go.yml
@@ -167,7 +167,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -207,7 +207,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -299,7 +299,7 @@ jobs:
           github.event_name == 'push' &&
           github.repository == 'apache/arrow' &&
           github.ref_name == 'main'
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: '3.10'
       - name: Run Benchmarks
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index bd99b62a2fe02..4960b4dbd61e8 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -81,7 +81,7 @@ jobs:
           key: conda-${{ hashFiles('cpp/**') }}
           restore-keys: conda-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java.yml b/.github/workflows/java.yml
index 18ead1ad930ab..ee4c1b21c37d4 100644
--- a/.github/workflows/java.yml
+++ b/.github/workflows/java.yml
@@ -75,7 +75,7 @@ jobs:
           key: maven-${{ hashFiles('java/**') }}
           restore-keys: maven-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java_jni.yml b/.github/workflows/java_jni.yml
index 455e874cd4082..9f05a357a11d3 100644
--- a/.github/workflows/java_jni.yml
+++ b/.github/workflows/java_jni.yml
@@ -69,7 +69,7 @@ jobs:
           key: java-jni-manylinux-2014-${{ hashFiles('cpp/**', 'java/**') }}
           restore-keys: java-jni-manylinux-2014-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -109,7 +109,7 @@ jobs:
           key: maven-${{ hashFiles('java/**') }}
           restore-keys: maven-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java_nightly.yml b/.github/workflows/java_nightly.yml
index 11aa4e59beefd..c19576d2f659e 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@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           cache: 'pip'
           python-version: 3.8
diff --git a/.github/workflows/js.yml b/.github/workflows/js.yml
index b2040a76dec48..e2c76a3d1cb24 100644
--- a/.github/workflows/js.yml
+++ b/.github/workflows/js.yml
@@ -51,7 +51,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/pr_bot.yml b/.github/workflows/pr_bot.yml
index 27046d77c7799..31ab32800705c 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@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index fc0e25409fb03..d9979da0ee12a 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -100,7 +100,7 @@ jobs:
           key: ${{ matrix.cache }}-${{ hashFiles('cpp/**') }}
           restore-keys: ${{ matrix.cache }}-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -161,7 +161,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v5
         with:
           python-version: '3.11'
       - name: Install Dependencies
diff --git a/.github/workflows/r.yml b/.github/workflows/r.yml
index 9b1b40154985a..4fc308a28d4d6 100644
--- a/.github/workflows/r.yml
+++ b/.github/workflows/r.yml
@@ -83,7 +83,7 @@ jobs:
             ubuntu-${{ 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@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -144,7 +144,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/r_nightly.yml b/.github/workflows/r_nightly.yml
index 5a34239721392..27a32d22f90c0 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@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           cache: 'pip'
           python-version: 3.8
diff --git a/.github/workflows/ruby.yml b/.github/workflows/ruby.yml
index aab98560d2b9d..300d49742b713 100644
--- a/.github/workflows/ruby.yml
+++ b/.github/workflows/ruby.yml
@@ -82,7 +82,7 @@ jobs:
           key: ubuntu-${{ matrix.ubuntu }}-ruby-${{ hashFiles('cpp/**') }}
           restore-keys: ubuntu-${{ matrix.ubuntu }}-ruby-
       - name: Setup Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1 # v4.7.0
+        uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
           python-version: 3.8
       - name: Setup Archery