diff --git a/.github/workflows/archery.yml b/.github/workflows/archery.yml
index bc11bb4236..087e343506 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@v6
         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 cc9e02d955..aae60eddb8 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@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/cpp.yml b/.github/workflows/cpp.yml
index a9361f9f51..81596ef3e2 100644
--- a/.github/workflows/cpp.yml
+++ b/.github/workflows/cpp.yml
@@ -205,7 +205,7 @@ jobs:
           $(brew --prefix bash)/bin/bash \
             ci/scripts/install_minio.sh latest /usr/local
       - name: Set up Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.9
       - name: Install Google Cloud Storage Testbench
@@ -432,7 +432,7 @@ jobs:
             https://dl.min.io/server/minio/release/windows-amd64/archive/minio.RELEASE.2022-05-26T05-48-41Z
           chmod +x /usr/local/bin/minio.exe
       - name: Set up Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.9
       - name: Install Google Cloud Storage Testbench
diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index cfa9ffb49d..80c1f1bb70 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -41,7 +41,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -88,7 +88,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Install Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: '3.8'
       - name: Install Ruby
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index a1ac4c3067..e82f41c4d7 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -51,7 +51,7 @@ jobs:
           key: ubuntu-docs-${{ hashFiles('cpp/**') }}
           restore-keys: ubuntu-docs-
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/docs_light.yml b/.github/workflows/docs_light.yml
index 74e6eabe24..83988a501e 100644
--- a/.github/workflows/docs_light.yml
+++ b/.github/workflows/docs_light.yml
@@ -57,7 +57,7 @@ jobs:
           key: conda-docs-${{ hashFiles('cpp/**') }}
           restore-keys: conda-docs-
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml
index a0dfb9fea1..59f3597974 100644
--- a/.github/workflows/go.yml
+++ b/.github/workflows/go.yml
@@ -167,7 +167,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -207,7 +207,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -299,7 +299,7 @@ jobs:
           github.event_name == 'push' &&
           github.repository == 'apache/arrow' &&
           github.ref_name == 'main'
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: '3.10'
       - name: Run Benchmarks
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index 430b0bb282..1d68731498 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -81,7 +81,7 @@ jobs:
           key: conda-${{ hashFiles('cpp/**') }}
           restore-keys: conda-
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java.yml b/.github/workflows/java.yml
index 76bc57a6c7..efd2d0426d 100644
--- a/.github/workflows/java.yml
+++ b/.github/workflows/java.yml
@@ -91,7 +91,7 @@ jobs:
           key: maven-${{ hashFiles('java/**') }}
           restore-keys: maven-
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java_jni.yml b/.github/workflows/java_jni.yml
index 467e8a88af..12d4441630 100644
--- a/.github/workflows/java_jni.yml
+++ b/.github/workflows/java_jni.yml
@@ -70,7 +70,7 @@ jobs:
           key: java-jni-manylinux-2014-${{ hashFiles('cpp/**', 'java/**') }}
           restore-keys: java-jni-manylinux-2014-
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -110,7 +110,7 @@ jobs:
           key: maven-${{ hashFiles('java/**') }}
           restore-keys: maven-
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/java_nightly.yml b/.github/workflows/java_nightly.yml
index 41843d6630..bb215c0dcf 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@v4
+        uses: actions/setup-python@v6
         with:
           cache: 'pip'
           python-version: 3.8
diff --git a/.github/workflows/js.yml b/.github/workflows/js.yml
index 9be11596d8..513a91486d 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@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/pr_bot.yml b/.github/workflows/pr_bot.yml
index 617f3f2e01..fc007f4824 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@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Install Archery and Crossbow dependencies
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index 7a8fd8d10c..871f609da6 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -100,7 +100,7 @@ jobs:
           key: ${{ matrix.cache }}-${{ hashFiles('cpp/**') }}
           restore-keys: ${{ matrix.cache }}-
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
@@ -161,7 +161,7 @@ jobs:
           fetch-depth: 0
           submodules: recursive
       - name: Setup Python
-        uses: actions/setup-python@v4
+        uses: actions/setup-python@v6
         with:
           python-version: '3.11'
       - name: Install Dependencies
diff --git a/.github/workflows/r.yml b/.github/workflows/r.yml
index a8680aea56..43568b9dbc 100644
--- a/.github/workflows/r.yml
+++ b/.github/workflows/r.yml
@@ -83,7 +83,7 @@ jobs:
             ubuntu-${{ 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@v4
+        uses: actions/setup-python@v6
         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@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery
diff --git a/.github/workflows/r_nightly.yml b/.github/workflows/r_nightly.yml
index 7f21d4658e..5275f37fad 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@v4
+        uses: actions/setup-python@v6
         with:
           cache: 'pip'
           python-version: 3.8
diff --git a/.github/workflows/ruby.yml b/.github/workflows/ruby.yml
index 2e4b98c242..42dac8b0ea 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@v4
+        uses: actions/setup-python@v6
         with:
           python-version: 3.8
       - name: Setup Archery