diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 8671cff054bb8..814f243a50dc7 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -188,7 +188,7 @@ 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 }}-${{ github.event.inputs.scala }}.tar
diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 3e44d6cfd179a..b006459193765 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -274,13 +274,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules "$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 }}-${{ matrix.hive }}
         path: "**/target/test-reports/*.xml"
     - name: Upload unit tests log files
       if: failure()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: unit-tests-log-${{ matrix.modules }}-${{ matrix.comment }}-${{ matrix.java }}-${{ matrix.hadoop }}-${{ matrix.hive }}
         path: "**/target/unit-tests.log"
@@ -452,13 +452,13 @@ jobs:
         name: PySpark
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       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@v3
+      uses: actions/upload-artifact@v4
       with:
         name: unit-tests-log-${{ matrix.modules }}--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -536,7 +536,7 @@ 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--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/test-reports/*.xml"
@@ -873,13 +873,13 @@ jobs:
           spark.sql.join.forceApplyShuffledHashJoin=true
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: test-results-tpcds--8-${{ inputs.hadoop }}-hive2.3
         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-tpcds--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -939,13 +939,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules docker-integration-tests --included-tags org.apache.spark.tags.DockerTest
     - name: Upload test results to report
       if: always()
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       with:
         name: test-results-docker-integration--8-${{ inputs.hadoop }}-hive2.3
         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-docker-integration--8-${{ inputs.hadoop }}-hive2.3
         path: "**/target/unit-tests.log"
@@ -1016,7 +1016,7 @@ jobs:
           build/sbt -Psparkr -Pkubernetes -Pvolcano -Pkubernetes-integration-tests -Dspark.kubernetes.test.volcanoMaxConcurrencyJobNum=1 -Dtest.exclude.tags=local "kubernetes-integration-tests/test"
       - name: Upload Spark on K8S integration tests log files
         if: failure()
-        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/python/setup.cfg b/python/setup.cfg
index d100b932bbafc..ed26209d369d4 100644
--- a/python/setup.cfg
+++ b/python/setup.cfg
@@ -19,4 +19,4 @@
 universal = 1
 
 [metadata]
-description-file = README.md
+description_file = README.md