diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 20ea952ff0a2a..257c80022110c 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -185,7 +185,7 @@ 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@v3
+      uses: actions/upload-artifact@v4
       with:
         name: benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}-${{ matrix.split }}
         path: benchmark-results-${{ github.event.inputs.jdk }}-${{ github.event.inputs.scala }}.tar
diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 40bcf734c6af9..402d63f0deca9 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -272,13 +272,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules "$MODULES_TO_TEST" --included-tags "$INCLUDED_TAGS" --excluded-tags "$EXCLUDED_TAGS"
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       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: ${{ !success() }}
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: unit-tests-log-${{ matrix.modules }}-${{ matrix.comment }}-${{ matrix.java }}-${{ matrix.hadoop }}-${{ matrix.hive }}
         path: "**/target/unit-tests.log"
@@ -470,16 +470,16 @@ jobs:
     - name: Upload test results to report
       env: ${{ fromJSON(inputs.envs) }}
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
-        name: test-results-${{ matrix.modules }}--${{ matrix.java }}-${{ inputs.hadoop }}-hive2.3
+        name: test-results-${{ matrix.modules }}--${{ matrix.java }}-${{ inputs.hadoop }}-hive2.3-${{ env.PYTHON_TO_TEST }}
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       env: ${{ fromJSON(inputs.envs) }}
       if: ${{ !success() }}
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
-        name: unit-tests-log-${{ matrix.modules }}--${{ matrix.java }}-${{ inputs.hadoop }}-hive2.3
+        name: unit-tests-log-${{ matrix.modules }}--${{ matrix.java }}-${{ inputs.hadoop }}-hive2.3-${{ env.PYTHON_TO_TEST }}
         path: "**/target/unit-tests.log"
 
   sparkr:
@@ -556,7 +556,7 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules sparkr
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: test-results-sparkr--${{ inputs.java }}-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
@@ -781,7 +781,7 @@ jobs:
       run: tar cjf site.tar.bz2 docs/_site
     - name: Upload documentation
       if: github.repository != 'apache/spark'
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: site
         path: site.tar.bz2
@@ -934,13 +934,13 @@ jobs:
           spark.sql.join.forceApplyShuffledHashJoin=true
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: test-results-tpcds--${{ inputs.java }}-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       if: ${{ !success() }}
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: unit-tests-log-tpcds--${{ inputs.java }}-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -1003,13 +1003,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules docker-integration-tests --included-tags org.apache.spark.tags.DockerTest
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: test-results-docker-integration--${{ inputs.java }}-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       if: ${{ !success() }}
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: unit-tests-log-docker-integration--${{ inputs.java }}-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -1084,7 +1084,7 @@ jobs:
           build/sbt -Phadoop-3 -Psparkr -Pkubernetes -Pvolcano -Pkubernetes-integration-tests -Dspark.kubernetes.test.driverRequestCores=0.5 -Dspark.kubernetes.test.executorRequestCores=0.2 -Dspark.kubernetes.test.volcanoMaxConcurrencyJobNum=1 -Dtest.exclude.tags=local "kubernetes-integration-tests/test"
       - name: Upload Spark on K8S integration tests log files
         if: ${{ !success() }}
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: spark-on-kubernetes-it-log
           path: "**/target/integration-tests.log"
diff --git a/.github/workflows/maven_test.yml b/.github/workflows/maven_test.yml
index 078a380f0afea..3f19c76fd9616 100644
--- a/.github/workflows/maven_test.yml
+++ b/.github/workflows/maven_test.yml
@@ -200,13 +200,13 @@ jobs:
           rm -rf ~/.m2/repository/org/apache/spark
       - name: Upload test results to report
         if: always()
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           name: test-results-${{ 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@v3
+        uses: actions/upload-artifact@v4
         with:
           name: unit-tests-log-${{ matrix.modules }}-${{ matrix.comment }}-${{ matrix.java }}-${{ matrix.hadoop }}-${{ matrix.hive }}
           path: "**/target/unit-tests.log"