diff --git a/.github/workflows/archery.yml b/.github/workflows/archery.yml
index 0bc88faea55d4..c5159d3ffd195 100644
--- a/.github/workflows/archery.yml
+++ b/.github/workflows/archery.yml
@@ -44,7 +44,7 @@ jobs:
     timeout-minutes: 15
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Git Fixup
diff --git a/.github/workflows/comment_bot.yml b/.github/workflows/comment_bot.yml
index 989becb979e30..25f5d624d7561 100644
--- a/.github/workflows/comment_bot.yml
+++ b/.github/workflows/comment_bot.yml
@@ -31,7 +31,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           path: arrow
           # fetch the tags for version number generation
@@ -56,7 +56,7 @@ jobs:
     if: startsWith(github.event.comment.body, '@github-actions autotune')
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: r-lib/actions/pr-fetch@v2
         with:
           repo-token: ${{ secrets.GITHUB_TOKEN }}
@@ -155,7 +155,7 @@ jobs:
     if: startsWith(github.event.comment.body, '@github-actions rebase')
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: r-lib/actions/pr-fetch@v2
         with:
           repo-token: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/cpp.yml b/.github/workflows/cpp.yml
index 9276e40834aa8..4a42c67aea399 100644
--- a/.github/workflows/cpp.yml
+++ b/.github/workflows/cpp.yml
@@ -66,7 +66,7 @@ jobs:
             title: AMD64 Ubuntu 20.04 C++ ASAN UBSAN
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -101,7 +101,7 @@ jobs:
       fail-fast: false
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -146,7 +146,7 @@ jobs:
       CMAKE_CXX_STANDARD: 17
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -242,7 +242,7 @@ jobs:
       - name: Install Dependencies
         run: choco install -y --no-progress openssl
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -310,7 +310,7 @@ jobs:
             /d 1 `
             /f
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
diff --git a/.github/workflows/csharp.yml b/.github/workflows/csharp.yml
index 07fd2aec5add2..385c081cc6c37 100644
--- a/.github/workflows/csharp.yml
+++ b/.github/workflows/csharp.yml
@@ -50,7 +50,7 @@ jobs:
         with:
           dotnet-version: ${{ matrix.dotnet }}
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Install Source Link
@@ -78,7 +78,7 @@ jobs:
         with:
           dotnet-version: ${{ matrix.dotnet }}
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Install Source Link
@@ -105,7 +105,7 @@ jobs:
         with:
           dotnet-version: ${{ matrix.dotnet }}
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Install Source Link
diff --git a/.github/workflows/dev.yml b/.github/workflows/dev.yml
index 720d17e161019..418d6a7b3351d 100644
--- a/.github/workflows/dev.yml
+++ b/.github/workflows/dev.yml
@@ -38,7 +38,7 @@ jobs:
     if: ${{ !contains(github.event.pull_request.title, 'WIP') }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Setup Python
diff --git a/.github/workflows/dev_pr.yml b/.github/workflows/dev_pr.yml
index 8a9487b4edcb5..e39dd3f0f4dd7 100644
--- a/.github/workflows/dev_pr.yml
+++ b/.github/workflows/dev_pr.yml
@@ -37,7 +37,7 @@ jobs:
     name: Process
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
 
       - name: Comment JIRA link
         if: |
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index c4ee875a77e11..339f88a10dd10 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -37,7 +37,7 @@ jobs:
       UBUNTU: "20.04"
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Cache Docker Volumes
diff --git a/.github/workflows/docs_light.yml b/.github/workflows/docs_light.yml
index e05377772604e..f4585cd775486 100644
--- a/.github/workflows/docs_light.yml
+++ b/.github/workflows/docs_light.yml
@@ -45,7 +45,7 @@ jobs:
       PYTHON: "3.9"
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Cache Docker Volumes
diff --git a/.github/workflows/go.yml b/.github/workflows/go.yml
index a35c6a3697d18..96caaf061f17b 100644
--- a/.github/workflows/go.yml
+++ b/.github/workflows/go.yml
@@ -55,7 +55,7 @@ jobs:
       GO: ${{ matrix.go }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -85,7 +85,7 @@ jobs:
       GO: ${{ matrix.go }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -116,7 +116,7 @@ jobs:
       GO: ${{ matrix.go }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Setup Python
@@ -147,7 +147,7 @@ jobs:
         with:
           go-version: ${{ matrix.go }}
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -175,7 +175,7 @@ jobs:
         with:
           go-version: ${{ matrix.go }}
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -205,7 +205,7 @@ jobs:
         with:
           go-version: ${{ matrix.go }}
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -245,7 +245,7 @@ jobs:
             /d 1 `
             /f
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
diff --git a/.github/workflows/integration.yml b/.github/workflows/integration.yml
index 1ee7c695de9b1..750614c57a9d6 100644
--- a/.github/workflows/integration.yml
+++ b/.github/workflows/integration.yml
@@ -59,12 +59,12 @@ jobs:
     timeout-minutes: 60
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
       - name: Checkout Arrow Rust
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           repository: apache/arrow-rs
           path: rust
diff --git a/.github/workflows/java.yml b/.github/workflows/java.yml
index b064ada54ce73..0a8f0128237b0 100644
--- a/.github/workflows/java.yml
+++ b/.github/workflows/java.yml
@@ -73,7 +73,7 @@ jobs:
       MAVEN: ${{ matrix.maven }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -111,7 +111,7 @@ jobs:
         with:
           java-version: ${{ matrix.jdk }}
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
diff --git a/.github/workflows/java_jni.yml b/.github/workflows/java_jni.yml
index 807289c8a999b..881075135beea 100644
--- a/.github/workflows/java_jni.yml
+++ b/.github/workflows/java_jni.yml
@@ -53,7 +53,7 @@ jobs:
     timeout-minutes: 90
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -83,7 +83,7 @@ jobs:
     timeout-minutes: 90
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
diff --git a/.github/workflows/js.yml b/.github/workflows/js.yml
index 8d6fdb1143a8b..aaff4b66f91da 100644
--- a/.github/workflows/js.yml
+++ b/.github/workflows/js.yml
@@ -48,7 +48,7 @@ jobs:
     timeout-minutes: 60
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Setup Python
@@ -78,7 +78,7 @@ jobs:
         node: [16]
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Install NodeJS
@@ -102,7 +102,7 @@ jobs:
         node: [16]
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Install NodeJS
diff --git a/.github/workflows/matlab.yml b/.github/workflows/matlab.yml
index ad5c602c6dbe9..3780ba113ab40 100644
--- a/.github/workflows/matlab.yml
+++ b/.github/workflows/matlab.yml
@@ -43,7 +43,7 @@ jobs:
     if: ${{ !contains(github.event.pull_request.title, 'WIP') }}
     steps:
       - name: Check out repository
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Install ninja-build
@@ -74,7 +74,7 @@ jobs:
     if: ${{ !contains(github.event.pull_request.title, 'WIP') }}
     steps:
       - name: Check out repository        
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Install ninja-build
diff --git a/.github/workflows/python.yml b/.github/workflows/python.yml
index b8a30ce34abc6..5ababa329532b 100644
--- a/.github/workflows/python.yml
+++ b/.github/workflows/python.yml
@@ -86,7 +86,7 @@ jobs:
       NUMPY: ${{ matrix.numpy || 'latest' }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -141,7 +141,7 @@ jobs:
       PYARROW_TEST_LARGE_MEMORY: ON
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
diff --git a/.github/workflows/r.yml b/.github/workflows/r.yml
index 4cfb64be26990..0997da06a7fae 100644
--- a/.github/workflows/r.yml
+++ b/.github/workflows/r.yml
@@ -65,7 +65,7 @@ jobs:
       UBUNTU: ${{ matrix.ubuntu }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Cache Docker Volumes
@@ -123,7 +123,7 @@ jobs:
       R_TAG: ${{ matrix.config.tag }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Cache Docker Volumes
@@ -180,7 +180,7 @@ jobs:
     steps:
       - run: git config --global core.autocrlf false
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - name: Setup ccache
@@ -252,7 +252,7 @@ jobs:
     steps:
       - run: git config --global core.autocrlf false
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
       - run: mkdir r/windows
diff --git a/.github/workflows/ruby.yml b/.github/workflows/ruby.yml
index 623ae698a874f..1641751f4170a 100644
--- a/.github/workflows/ruby.yml
+++ b/.github/workflows/ruby.yml
@@ -68,7 +68,7 @@ jobs:
       UBUNTU: ${{ matrix.ubuntu }}
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -128,7 +128,7 @@ jobs:
       XML_CATALOG_FILES: /usr/local/etc/xml/catalog
     steps:
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
@@ -224,7 +224,7 @@ jobs:
             /d 1 `
             /f
       - name: Checkout Arrow
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
         with:
           fetch-depth: 0
           submodules: recursive
diff --git a/dev/tasks/macros.jinja b/dev/tasks/macros.jinja
index 592e86a296ba8..bd65f6488c9e3 100644
--- a/dev/tasks/macros.jinja
+++ b/dev/tasks/macros.jinja
@@ -27,7 +27,7 @@ on:
 
 {%- macro github_checkout_arrow(fetch_depth=1) -%}
   - name: Checkout Arrow
-    uses: actions/checkout@v2
+    uses: actions/checkout@v3
     with:
       fetch-depth: {{ fetch_depth }}
       path: arrow