diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 8671cff054bb..814f243a50dc 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 }}-${{ github.event.inputs.scala }}.tar
diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 3e44d6cfd179..b00645919376 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -274,13 +274,13 @@ jobs:
         ./dev/run-tests --parallelism 1 --modules "$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/dev/deps/spark-deps-hadoop-2-hive-2.3 b/dev/deps/spark-deps-hadoop-2-hive-2.3
index 1df44c045336..003a4b0b9edb 100644
--- a/dev/deps/spark-deps-hadoop-2-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-2-hive-2.3
@@ -228,12 +228,12 @@ orc-shims/1.8.7//orc-shims-1.8.7.jar
 oro/2.0.8//oro-2.0.8.jar
 osgi-resource-locator/1.0.3//osgi-resource-locator-1.0.3.jar
 paranamer/2.8//paranamer-2.8.jar
-parquet-column/1.12.3//parquet-column-1.12.3.jar
-parquet-common/1.12.3//parquet-common-1.12.3.jar
-parquet-encoding/1.12.3//parquet-encoding-1.12.3.jar
-parquet-format-structures/1.12.3//parquet-format-structures-1.12.3.jar
-parquet-hadoop/1.12.3//parquet-hadoop-1.12.3.jar
-parquet-jackson/1.12.3//parquet-jackson-1.12.3.jar
+parquet-column/1.15.1//parquet-column-1.15.1.jar
+parquet-common/1.15.1//parquet-common-1.15.1.jar
+parquet-encoding/1.15.1//parquet-encoding-1.15.1.jar
+parquet-format-structures/1.15.1//parquet-format-structures-1.15.1.jar
+parquet-hadoop/1.15.1//parquet-hadoop-1.15.1.jar
+parquet-jackson/1.15.1//parquet-jackson-1.15.1.jar
 pickle/1.3//pickle-1.3.jar
 protobuf-java/2.5.0//protobuf-java-2.5.0.jar
 py4j/0.10.9.7//py4j-0.10.9.7.jar
diff --git a/dev/deps/spark-deps-hadoop-3-hive-2.3 b/dev/deps/spark-deps-hadoop-3-hive-2.3
index f0785806d564..1dbc03f6d9e3 100644
--- a/dev/deps/spark-deps-hadoop-3-hive-2.3
+++ b/dev/deps/spark-deps-hadoop-3-hive-2.3
@@ -215,12 +215,12 @@ orc-shims/1.8.7//orc-shims-1.8.7.jar
 oro/2.0.8//oro-2.0.8.jar
 osgi-resource-locator/1.0.3//osgi-resource-locator-1.0.3.jar
 paranamer/2.8//paranamer-2.8.jar
-parquet-column/1.12.3//parquet-column-1.12.3.jar
-parquet-common/1.12.3//parquet-common-1.12.3.jar
-parquet-encoding/1.12.3//parquet-encoding-1.12.3.jar
-parquet-format-structures/1.12.3//parquet-format-structures-1.12.3.jar
-parquet-hadoop/1.12.3//parquet-hadoop-1.12.3.jar
-parquet-jackson/1.12.3//parquet-jackson-1.12.3.jar
+parquet-column/1.15.1//parquet-column-1.15.1.jar
+parquet-common/1.15.1//parquet-common-1.15.1.jar
+parquet-encoding/1.15.1//parquet-encoding-1.15.1.jar
+parquet-format-structures/1.15.1//parquet-format-structures-1.15.1.jar
+parquet-hadoop/1.15.1//parquet-hadoop-1.15.1.jar
+parquet-jackson/1.15.1//parquet-jackson-1.15.1.jar
 pickle/1.3//pickle-1.3.jar
 protobuf-java/2.5.0//protobuf-java-2.5.0.jar
 py4j/0.10.9.7//py4j-0.10.9.7.jar
diff --git a/pom.xml b/pom.xml
index 5ade8019b1e7..70de57e6493b 100644
--- a/pom.xml
+++ b/pom.xml
@@ -140,7 +140,7 @@
     <kafka.version>3.3.2</kafka.version>
     <!-- After 10.15.1.3, the minimum required version is JDK9 -->
     <derby.version>10.14.2.0</derby.version>
-    <parquet.version>1.12.3</parquet.version>
+    <parquet.version>1.15.1</parquet.version>
     <orc.version>1.8.7</orc.version>
     <orc.classifier>shaded-protobuf</orc.classifier>
     <jetty.version>9.4.54.v20240208</jetty.version>
@@ -2638,6 +2638,12 @@
         <version>${parquet.version}</version>
         <scope>${parquet.test.deps.scope}</scope>
         <classifier>tests</classifier>
+        <exclusions>
+            <exclusion>
+              <groupId>com.h2database</groupId>
+              <artifactId>h2</artifactId>
+            </exclusion>
+          </exclusions>
       </dependency>
       <dependency>
         <groupId>org.apache.parquet</groupId>