diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index a322fe065b577..86418db17f794 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -75,12 +75,12 @@ jobs:
       SPARK_HOME: ${{ github.workspace }}
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       # In order to get diff files
       with:
         fetch-depth: 0
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -91,14 +91,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: benchmark-coursier-${{ github.event.inputs.jdk }}-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           benchmark-coursier-${{ github.event.inputs.jdk }}
     - name: Install Java ${{ github.event.inputs.jdk }}
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: ${{ github.event.inputs.jdk }}
     - name: Run benchmarks
@@ -121,7 +121,7 @@ jobs:
         echo "Preparing the benchmark results:"
         tar -cvf benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}.tar `git diff --name-only` `git ls-files --others --exclude-standard`
     - name: Upload benchmark results
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}-${{ matrix.split }}
         path: benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}.tar
diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index ca375be2777aa..37b63f7e365fa 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -58,7 +58,7 @@ jobs:
       required: ${{ steps.set-outputs.outputs.required }}
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       with:
         fetch-depth: 0
         repository: apache/spark
@@ -180,7 +180,7 @@ jobs:
       SPARK_LOCAL_IP: localhost
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       # In order to fetch changed files
       with:
         fetch-depth: 0
@@ -195,7 +195,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -206,18 +206,18 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: ${{ matrix.java }}-${{ matrix.hadoop }}-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           ${{ matrix.java }}-${{ matrix.hadoop }}-coursier-
     - name: Install Java ${{ matrix.java }}
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: ${{ matrix.java }}
     - name: Install Python 3.8
-      uses: actions/setup-python@v2
+      uses: actions/setup-python@v4
       # We should install one Python that is higher then 3+ for SQL and Yarn because:
       # - SQL component also has Python related tests, for example, IntegratedUDFTestUtils.
       # - Yarn has a Python specific test too, for example, YarnClusterSuite.
@@ -240,13 +240,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules "$MODULES_TO_TEST" --included-tags "$INCLUDED_TAGS" --excluded-tags "$EXCLUDED_TAGS"
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: test-results-${{ matrix.modules }}-${{ matrix.comment }}-${{ matrix.java }}-${{ matrix.hadoop }}-${{ matrix.hive }}
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       if: failure()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: unit-tests-log-${{ matrix.modules }}-${{ matrix.comment }}-${{ matrix.java }}-${{ matrix.hadoop }}-${{ matrix.hive }}
         path: "**/target/unit-tests.log"
@@ -283,7 +283,7 @@ jobs:
       METASPACE_SIZE: 1g
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       # In order to fetch changed files
       with:
         fetch-depth: 0
@@ -301,7 +301,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -312,14 +312,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: pyspark-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           pyspark-coursier-
     - name: Install Java ${{ matrix.java }}
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: ${{ matrix.java }}
     - name: List Python packages (Python 3.9, PyPy3)
@@ -338,20 +338,20 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules "$MODULES_TO_TEST"
     - name: Upload coverage to Codecov
       if: inputs.type == 'pyspark-coverage-scheduled'
-      uses: codecov/codecov-action@v2
+      uses: codecov/codecov-action@v3
       with:
         files: ./python/coverage.xml
         flags: unittests
         name: PySpark
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: test-results-${{ matrix.modules }}--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       if: failure()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: unit-tests-log-${{ matrix.modules }}--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -371,7 +371,7 @@ jobs:
       SKIP_MIMA: true
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       # In order to fetch changed files
       with:
         fetch-depth: 0
@@ -389,7 +389,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -400,14 +400,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: sparkr-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           sparkr-coursier-
     - name: Install Java ${{ inputs.java }}
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: ${{ inputs.java }}
     - name: Run tests
@@ -420,7 +420,7 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules sparkr
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: test-results-sparkr--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
@@ -440,7 +440,7 @@ jobs:
       image: dongjoon/apache-spark-github-action-image:20220207
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       with:
         fetch-depth: 0
         repository: apache/spark
@@ -456,7 +456,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -467,14 +467,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: docs-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           docs-coursier-
     - name: Cache Maven local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.m2/repository
         key: docs-maven-${{ hashFiles('**/pom.xml') }}
@@ -522,7 +522,7 @@ jobs:
         cd docs
         bundle install
     - name: Install Java 8
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: 8
     - name: Scala linter
@@ -557,7 +557,7 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       with:
         fetch-depth: 0
         repository: apache/spark
@@ -569,7 +569,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' merge --no-commit --progress --squash FETCH_HEAD
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -580,14 +580,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Maven local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.m2/repository
         key: java${{ matrix.java }}-maven-${{ hashFiles('**/pom.xml') }}
         restore-keys: |
           java${{ matrix.java }}-maven-
     - name: Install Java ${{ matrix.java }}
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: ${{ matrix.java }}
     - name: Build with Maven
@@ -606,7 +606,7 @@ jobs:
     runs-on: ubuntu-20.04
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       with:
         fetch-depth: 0
         repository: apache/spark
@@ -618,7 +618,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' merge --no-commit --progress --squash FETCH_HEAD
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -629,14 +629,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: scala-213-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           scala-213-coursier-
     - name: Install Java 8
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: 8
     - name: Build with SBT
@@ -653,7 +653,7 @@ jobs:
       SPARK_LOCAL_IP: localhost
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       with:
         fetch-depth: 0
         repository: apache/spark
@@ -665,7 +665,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' merge --no-commit --progress --squash FETCH_HEAD
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -676,25 +676,25 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: tpcds-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           tpcds-coursier-
     - name: Install Java 8
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: 8
     - name: Cache TPC-DS generated data
       id: cache-tpcds-sf-1
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ./tpcds-sf-1
         key: tpcds-${{ hashFiles('.github/workflows/build_and_test.yml', 'sql/core/src/test/scala/org/apache/spark/sql/TPCDSSchema.scala') }}
     - name: Checkout tpcds-kit repository
       if: steps.cache-tpcds-sf-1.outputs.cache-hit != 'true'
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       with:
         repository: databricks/tpcds-kit
         ref: 2a5078a782192ddb6efbcead8de9973d6ab4f069
@@ -730,13 +730,13 @@ jobs:
           spark.sql.join.forceApplyShuffledHashJoin=true
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: test-results-tpcds--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       if: failure()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: unit-tests-log-tpcds--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -755,7 +755,7 @@ jobs:
       SKIP_MIMA: true
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@v2
+      uses: actions/checkout@v3
       with:
         fetch-depth: 0
         repository: apache/spark
@@ -768,7 +768,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' merge --no-commit --progress --squash FETCH_HEAD
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -779,14 +779,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: docker-integration-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
         restore-keys: |
           docker-integration-coursier-
     - name: Install Java 8
-      uses: actions/setup-java@v1
+      uses: actions/setup-java@v3
       with:
         java-version: 8
     - name: Run tests
@@ -794,13 +794,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules docker-integration-tests --included-tags org.apache.spark.tags.DockerTest
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: test-results-docker-integration--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       if: failure()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: unit-tests-log-docker-integration--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
diff --git a/.github/workflows/labeler.yml b/.github/workflows/labeler.yml
index 88d17bf34d504..9aeac7b546a78 100644
--- a/.github/workflows/labeler.yml
+++ b/.github/workflows/labeler.yml
@@ -44,7 +44,7 @@ jobs:
     #
     # However, these are not in a published release and the current `main` branch
     # has some issues upon testing.
-    - uses: actions/labeler@5f867a63be70efff62b767459b009290364495eb # pin@2.2.0
+    - uses: actions/labeler@v4
       with:
         repo-token: "${{ secrets.GITHUB_TOKEN }}"
         sync-labels: true
diff --git a/.github/workflows/publish_snapshot.yml b/.github/workflows/publish_snapshot.yml
index d375a4149ded4..7f1eaeaec28ca 100644
--- a/.github/workflows/publish_snapshot.yml
+++ b/.github/workflows/publish_snapshot.yml
@@ -37,18 +37,18 @@ jobs:
           - branch-3.1
     steps:
     - name: Checkout Spark repository
-      uses: actions/checkout@61b9e3751b92087fd0b06925ba6dd6314e06f089 # pin@master
+      uses: actions/checkout@v3
       with:
         ref: ${{ matrix.branch }}
     - name: Cache Maven local repository
-      uses: actions/cache@c64c572235d810460d0d6876e9c705ad5002b353 # pin@v2
+      uses: actions/cache@v3
       with:
         path: ~/.m2/repository
         key: snapshot-maven-${{ hashFiles('**/pom.xml') }}
         restore-keys: |
           snapshot-maven-
     - name: Install Java 8
-      uses: actions/setup-java@d202f5dbf7256730fb690ec59f6381650114feb2 # pin@v1
+      uses: actions/setup-java@v3
       with:
         java-version: 8
     - name: Publish snapshot
diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml
index f270673844551..cdb19e3e26159 100644
--- a/.github/workflows/stale.yml
+++ b/.github/workflows/stale.yml
@@ -27,7 +27,7 @@ jobs:
   stale:
     runs-on: ubuntu-latest
     steps:
-    - uses: actions/stale@c201d45ef4b0ccbd3bb0616f93bae13e73d0a080 # pin@v1.1.0
+    - uses: actions/stale@v5
       with:
         repo-token: ${{ secrets.GITHUB_TOKEN }}
         stale-pr-message: >