diff --git a/.github/workflows/velox_weekly.yml b/.github/workflows/velox_weekly.yml
index d0d1b27ebcd14..99521f1299b62 100644
--- a/.github/workflows/velox_weekly.yml
+++ b/.github/workflows/velox_weekly.yml
@@ -49,6 +49,7 @@ jobs:
           yum install -y epel-release sudo dnf
           if [ "${{ matrix.os }}" = "centos:7" ]; then
             yum install -y centos-release-scl
+            yum install -y devtoolset-11
             source /opt/rh/devtoolset-11/enable
             rm /etc/yum.repos.d/CentOS-SCLo-scl.repo -f
             sed -i \
@@ -89,8 +90,9 @@ jobs:
           export DEBIAN_FRONTEND=noninteractive
           apt-get update && apt-get install -y sudo maven wget git
           if [ "${{ matrix.os }}" = "centos:7" ]; then
-            sudo apt-get install software-properties-common
+            sudo apt install software-properties-common
             sudo add-apt-repository ppa:ubuntu-toolchain-r/test
+            sudo apt update && sudo apt install -y gcc-11 g++-11
           fi
           sudo apt-get install -y openjdk-8-jdk
           export JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64
diff --git a/dev/ci-velox-buildshared-centos-8.sh b/dev/ci-velox-buildshared-centos-8.sh
index ff9a62b798b5a..f295632ffe35c 100755
--- a/dev/ci-velox-buildshared-centos-8.sh
+++ b/dev/ci-velox-buildshared-centos-8.sh
@@ -2,6 +2,8 @@
 
 set -e
 
+# TODO: will be removed after docker is updated.
+dnf install -y --setopt=install_weak_deps=False gcc-toolset-11
 source /opt/rh/gcc-toolset-11/enable
 ./dev/builddeps-veloxbe.sh --run_setup_script=OFF --build_arrow=OFF --enable_ep_cache=OFF --build_tests=ON \
     --build_examples=ON --build_benchmarks=ON
diff --git a/dev/ci-velox-buildstatic-centos-7.sh b/dev/ci-velox-buildstatic-centos-7.sh
index 6895891a98e98..76bd33d7ffa77 100755
--- a/dev/ci-velox-buildstatic-centos-7.sh
+++ b/dev/ci-velox-buildstatic-centos-7.sh
@@ -2,6 +2,8 @@
 
 set -e
 
+# TODO: will be removed after docker is updated.
+sudo yum install -y devtoolset-11
 source /opt/rh/devtoolset-11/enable
 export NUM_THREADS=4
 ./dev/builddeps-veloxbe.sh --enable_vcpkg=ON --build_arrow=OFF --build_tests=OFF --build_benchmarks=OFF \