diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index f73267a95fa3..227c444a7a41 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -70,7 +70,7 @@ jobs:
         with:
           fetch-depth: 0
       - name: Cache Scala, SBT and Maven
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: |
             build/apache-maven-*
@@ -81,7 +81,7 @@ 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') }}
@@ -89,7 +89,7 @@ jobs:
             benchmark-coursier-${{ github.event.inputs.jdk }}
       - name: Cache TPC-DS generated data
         id: cache-tpcds-sf-1
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: ./tpcds-sf-1
           key: tpcds-${{ hashFiles('.github/workflows/benchmark.yml', 'sql/core/src/test/scala/org/apache/spark/sql/TPCDSSchema.scala') }}
@@ -138,7 +138,7 @@ jobs:
       with:
         fetch-depth: 0
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -149,7 +149,7 @@ 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') }}
@@ -162,7 +162,7 @@ jobs:
     - name: Cache TPC-DS generated data
       if: contains(github.event.inputs.class, 'TPCDSQueryBenchmark') || contains(github.event.inputs.class, '*')
       id: cache-tpcds-sf-1
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ./tpcds-sf-1
         key: tpcds-${{ hashFiles('.github/workflows/benchmark.yml', 'sql/core/src/test/scala/org/apache/spark/sql/TPCDSSchema.scala') }}
@@ -186,7 +186,7 @@ jobs:
         echo "Preparing the benchmark results:"
         tar -cvf benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}.tar `git diff --name-only` `git ls-files --others --exclude=tpcds-sf-1 --exclude-standard`
     - name: Upload benchmark results
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: benchmark-results-${{ 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 8411170e2d5c..0e0314e29506 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -209,7 +209,7 @@ 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-*
@@ -220,7 +220,7 @@ 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-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
@@ -254,13 +254,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules "$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"
@@ -366,7 +366,7 @@ 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-*
@@ -377,7 +377,7 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: pyspark-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
@@ -410,13 +410,13 @@ jobs:
         name: PySpark
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: test-results-${{ 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-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -455,7 +455,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -466,7 +466,7 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: sparkr-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
@@ -486,7 +486,7 @@ 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-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
@@ -523,7 +523,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     # Cache local repositories. Note that GitHub Actions cache has a 2G limit.
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -534,14 +534,14 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: docs-coursier-${{ 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-${{ hashFiles('**/pom.xml') }}
@@ -646,7 +646,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' merge --no-commit --progress --squash FETCH_HEAD
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -657,7 +657,7 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Maven local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.m2/repository
         key: java${{ matrix.java }}-maven-${{ hashFiles('**/pom.xml') }}
@@ -695,7 +695,7 @@ jobs:
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' merge --no-commit --progress --squash FETCH_HEAD
         git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
     - name: Cache Scala, SBT and Maven
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: |
           build/apache-maven-*
@@ -706,7 +706,7 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: scala-213-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
@@ -743,7 +743,7 @@ 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-*
@@ -754,7 +754,7 @@ jobs:
         restore-keys: |
           build-
     - name: Cache Coursier local repository
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ~/.cache/coursier
         key: tpcds-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
@@ -766,7 +766,7 @@ jobs:
         java-version: 8
     - name: Cache TPC-DS generated data
       id: cache-tpcds-sf-1
-      uses: actions/cache@v2
+      uses: actions/cache@v3
       with:
         path: ./tpcds-sf-1
         key: tpcds-${{ hashFiles('.github/workflows/build_and_test.yml', 'sql/core/src/test/scala/org/apache/spark/sql/TPCDSSchema.scala') }}
@@ -808,13 +808,13 @@ 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"
@@ -846,7 +846,7 @@ 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-*
@@ -857,7 +857,7 @@ 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-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
@@ -872,13 +872,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules docker-integration-tests --included-tags org.apache.spark.tags.DockerTest
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: test-results-docker-integration--8-${{ 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-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -903,7 +903,7 @@ jobs:
           git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' merge --no-commit --progress --squash FETCH_HEAD
           git -c user.name='Apache Spark Test Account' -c user.email='sparktestacc@gmail.com' commit -m "Merged commit" --allow-empty
       - name: Cache Scala, SBT and Maven
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: |
             build/apache-maven-*
@@ -914,7 +914,7 @@ jobs:
           restore-keys: |
             build-
       - name: Cache Coursier local repository
-        uses: actions/cache@v2
+        uses: actions/cache@v3
         with:
           path: ~/.cache/coursier
           key: k8s-integration-coursier-${{ hashFiles('**/pom.xml', '**/plugins.sbt') }}
@@ -948,7 +948,7 @@ jobs:
           build/sbt -Psparkr -Pkubernetes -Pkubernetes-integration-tests -Dspark.kubernetes.test.driverRequestCores=0.5 -Dspark.kubernetes.test.executorRequestCores=0.2 "kubernetes-integration-tests/test"
       - name: Upload Spark on K8S integration tests log files
         if: failure()
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v3
         with:
           name: spark-on-kubernetes-it-log
           path: "**/target/integration-tests.log"
diff --git a/.github/workflows/publish_snapshot.yml b/.github/workflows/publish_snapshot.yml
index a8251aa5b67c..93bda0c2a772 100644
--- a/.github/workflows/publish_snapshot.yml
+++ b/.github/workflows/publish_snapshot.yml
@@ -41,7 +41,7 @@ jobs:
       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') }}