diff --git a/.github/workflows/velox_backend_arm.yml b/.github/workflows/velox_backend_arm.yml
index 466ca6447e..f7346b64b2 100644
--- a/.github/workflows/velox_backend_arm.yml
+++ b/.github/workflows/velox_backend_arm.yml
@@ -137,20 +137,21 @@ jobs:
 
   cpp-test-udf-test:
     runs-on: ubuntu-24.04-arm
-    container: apache/gluten:centos-8-jdk8
+    container: apache/gluten:centos-9-jdk8
     steps:
       - uses: actions/checkout@v4
       - name: Get Ccache
         uses: actions/cache/restore@v4
         with:
           path: '${{ env.CCACHE_DIR }}'
-          key: ccache-centos8-release-shared-${{runner.arch}}-${{github.sha}}
+          key: ccache-centos9-release-shared-${{runner.arch}}-${{github.sha}}
           restore-keys: |
-            ccache-centos8-release-shared-${{runner.arch}}
+            ccache-centos9-release-shared-${{runner.arch}}
       - name: Build Gluten native libraries
         run: |
           df -a
-          bash dev/ci-velox-buildshared-centos-8.sh
+          sed -i "s|gflags_static|gflags_shared|g" /usr/local/lib/cmake/folly/folly-targets.cmake # TODO: remove after upgrading folly to 2024.09.30 or later which has fixed the gflags linkage issue
+          bash dev/ci-velox-buildshared-centos-9.sh
           ccache -s
       - name: Run CPP unit test
         run: |
diff --git a/.github/workflows/velox_backend_cache.yml b/.github/workflows/velox_backend_cache.yml
index 11d99c21c9..6f54bf9f4c 100644
--- a/.github/workflows/velox_backend_cache.yml
+++ b/.github/workflows/velox_backend_cache.yml
@@ -83,34 +83,34 @@ jobs:
           path: '${{ env.CCACHE_DIR }}'
           key: ccache-centos8-release-default-${{runner.arch}}-${{github.sha}}
 
-  cache-shared-lib-centos-8:
+  cache-shared-lib-centos-9:
     if: ${{ startsWith(github.repository, 'apache/') }}
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
         os: [ ubuntu-22.04, ubuntu-24.04-arm ]
-    container: apache/gluten:centos-8-jdk8
+    container: apache/gluten:centos-9-jdk8
     steps:
       - uses: actions/checkout@v4
       - name: Get Ccache
         uses: actions/cache/restore@v3
         with:
           path: '${{ env.CCACHE_DIR }}'
-          key: ccache-centos8-release-shared-${{runner.arch}}-${{github.sha}}
+          key: ccache-centos9-release-shared-${{runner.arch}}-${{github.sha}}
           restore-keys: |
-            ccache-centos8-release-shared-${{runner.arch}}
+            ccache-centos9-release-shared-${{runner.arch}}
       - name: Build Gluten shared libraries
         run: |
           df -a
           export CCACHE_MAXSIZE=1G
-          bash dev/ci-velox-buildshared-centos-8.sh
+          bash dev/ci-velox-buildshared-centos-9.sh
           ccache -s
       - name: Save Ccache
         uses: actions/cache/save@v3
         id: ccache
         with:
           path: '${{ env.CCACHE_DIR }}'
-          key: ccache-centos8-release-shared-${{runner.arch}}-${{github.sha}}
+          key: ccache-centos9-release-shared-${{runner.arch}}-${{github.sha}}
 
   cache-enhanced-native-lib-centos-7:
     if: ${{ startsWith(github.repository, 'apache/') }}
@@ -139,7 +139,7 @@ jobs:
           path: '${{ env.CCACHE_DIR }}'
           key: ccache-enhanced-centos7-release-default-${{github.sha}}
 
-  cache-shared-lib-centos-9:
+  cache-shared-lib-centos-9-cudf:
     if: ${{ startsWith(github.repository, 'apache/') }}
     runs-on: ${{ matrix.os }}
     strategy:
@@ -156,7 +156,7 @@ jobs:
         uses: actions/cache/restore@v3
         with:
           path: '${{ env.CCACHE_DIR }}'
-          key: ccache-centos9-release-shared-${{runner.arch}}-${{github.sha}}
+          key: ccache-centos9-cudf-release-shared-${{runner.arch}}-${{github.sha}}
           restore-keys: |
             ccache-centos9-release-shared-${{runner.arch}}
       - name: Build Gluten shared libraries
@@ -187,4 +187,4 @@ jobs:
         id: ccache
         with:
           path: '${{ env.CCACHE_DIR }}'
-          key: ccache-centos9-release-shared-${{runner.arch}}-${{github.sha}}
+          key: ccache-centos9-cudf-release-shared-${{runner.arch}}-${{github.sha}}
diff --git a/.github/workflows/velox_backend_x86.yml b/.github/workflows/velox_backend_x86.yml
index 8672e5ecc4..11d906d53e 100644
--- a/.github/workflows/velox_backend_x86.yml
+++ b/.github/workflows/velox_backend_x86.yml
@@ -1168,20 +1168,21 @@ jobs:
 
   cpp-test-udf-test:
     runs-on: ubuntu-22.04
-    container: apache/gluten:centos-8-jdk8
+    container: apache/gluten:centos-9-jdk8
     steps:
       - uses: actions/checkout@v4
       - name: Get Ccache
         uses: actions/cache/restore@v4
         with:
           path: '${{ env.CCACHE_DIR }}'
-          key: ccache-centos8-release-shared-${{runner.arch}}-${{github.sha}}
+          key: ccache-centos9-release-shared-${{runner.arch}}-${{github.sha}}
           restore-keys: |
-            ccache-centos8-release-shared-${{runner.arch}}
+            ccache-centos9-release-shared-${{runner.arch}}
       - name: Build Gluten native libraries
         run: |
           df -a
-          bash dev/ci-velox-buildshared-centos-8.sh
+          sed -i "s|gflags_static|gflags_shared|g" /usr/local/lib/cmake/folly/folly-targets.cmake # TODO remove after image update
+          bash dev/ci-velox-buildshared-centos-9.sh
           ccache -s
       - name: Run CPP unit test
         run: |
@@ -1245,9 +1246,9 @@ jobs:
         uses: actions/cache/restore@v4
         with:
           path: '${{ env.CCACHE_DIR }}'
-          key: ccache-centos9-release-shared-${{runner.arch}}-${{github.sha}}
+          key: ccache-centos9-cudf-release-shared-${{runner.arch}}-${{github.sha}}
           restore-keys: |
-            ccache-centos9-release-shared-${{runner.arch}}
+            ccache-centos9-cudf-release-shared-${{runner.arch}}
       - name: Build Gluten native libraries
         run: |
           docker run -v $GITHUB_WORKSPACE:/work -w /work apache/gluten:centos-9-jdk8-cudf bash -c "
diff --git a/dev/ci-velox-buildshared-centos-9.sh b/dev/ci-velox-buildshared-centos-9.sh
new file mode 100755
index 0000000000..d4008d125c
--- /dev/null
+++ b/dev/ci-velox-buildshared-centos-9.sh
@@ -0,0 +1,28 @@
+#!/usr/bin/env bash
+
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+set -e
+
+source /opt/rh/gcc-toolset-12/enable
+
+if [ "$(uname -m)" = "aarch64" ]; then
+    export CPU_TARGET="aarch64";
+    export VCPKG_FORCE_SYSTEM_BINARIES=1;
+fi
+
+./dev/builddeps-veloxbe.sh --run_setup_script=OFF --build_arrow=OFF --build_tests=ON \
+    --build_examples=ON --build_benchmarks=ON
diff --git a/ep/build-velox/src/get-velox.sh b/ep/build-velox/src/get-velox.sh
index 2d819f974b..2ffcc56092 100755
--- a/ep/build-velox/src/get-velox.sh
+++ b/ep/build-velox/src/get-velox.sh
@@ -18,8 +18,8 @@ set -exu
 
 CURRENT_DIR=$(cd "$(dirname "$BASH_SOURCE")"; pwd)
 VELOX_REPO=https://github.com/IBM/velox.git
-VELOX_BRANCH=dft-2026_05_29
-VELOX_ENHANCED_BRANCH=ibm-2026_05_29
+VELOX_BRANCH=dft-2026_06_02
+VELOX_ENHANCED_BRANCH=ibm-2026_06_02
 VELOX_HOME=""
 RUN_SETUP_SCRIPT=ON
 ENABLE_ENHANCED_FEATURES=OFF
@@ -69,7 +69,7 @@ function process_setup_ubuntu {
 }
 
 function process_setup_centos9 {
-  sed -i "s|-DFOLLY_HAVE_INT128_T=ON|-DFOLLY_HAVE_INT128_T=ON -DFOLLY_NO_EXCEPTION_TRACER=ON|g" scripts/setup-common.sh
+  sed -i "s|-DGFLAGS_SHARED=FALSE|-DGFLAGS_SHARED=TRUE|g" scripts/setup-common.sh
   echo "Using setup script from Velox"
 }