diff --git a/dbms/src/Common/TiFlashBuildInfo.cpp b/dbms/src/Common/TiFlashBuildInfo.cpp
index b18fb63d93e..ff46e04384d 100644
--- a/dbms/src/Common/TiFlashBuildInfo.cpp
+++ b/dbms/src/Common/TiFlashBuildInfo.cpp
@@ -95,6 +95,11 @@ std::string getEnabledFeatures()
 #else
             "unwind",
 #endif
+#endif
+
+// THINLTO
+#if ENABLE_THINLTO
+            "thinlto",
 #endif
     };
     return fmt::format("{}", fmt::join(features.begin(), features.end(), " "));
diff --git a/libs/libcommon/include/common/config_common.h.in b/libs/libcommon/include/common/config_common.h.in
index e11ec418e7c..46f167ea683 100644
--- a/libs/libcommon/include/common/config_common.h.in
+++ b/libs/libcommon/include/common/config_common.h.in
@@ -13,3 +13,4 @@
 #cmakedefine01 ENABLE_FAILPOINTS
 #cmakedefine01 USE_UNWIND
 #cmakedefine01 USE_LLVM_LIBUNWIND
+#cmakedefine01 ENABLE_THINLTO
diff --git a/release-centos7-llvm/scripts/build-tiflash-release.sh b/release-centos7-llvm/scripts/build-tiflash-release.sh
index d3eda1dff4e..bb62e4743f6 100755
--- a/release-centos7-llvm/scripts/build-tiflash-release.sh
+++ b/release-centos7-llvm/scripts/build-tiflash-release.sh
@@ -13,12 +13,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-
 CMAKE_BUILD_TYPE=$1
 CMAKE_PREFIX_PATH=$2
 
 if [[ -z ${CMAKE_BUILD_TYPE} ]]; then
-    CMAKE_BUILD_TYPE="RELWITHDEBINFO"
+  CMAKE_BUILD_TYPE="RELWITHDEBINFO"
 fi
 
 DEFAULT_CMAKE_PREFIX_PATH="/usr/local/"
@@ -27,15 +26,22 @@ DEFINE_CMAKE_PREFIX_PATH="-DCMAKE_PREFIX_PATH=${DEFAULT_CMAKE_PREFIX_PATH}"
 # https://cmake.org/cmake/help/latest/variable/CMAKE_PREFIX_PATH.html
 # CMAKE_PREFIX_PATH should be semicolon-separated list
 if [[ ${CMAKE_PREFIX_PATH} ]]; then
-    DEFINE_CMAKE_PREFIX_PATH="-DCMAKE_PREFIX_PATH=\"${DEFAULT_CMAKE_PREFIX_PATH};${CMAKE_PREFIX_PATH}\""
-    echo "CMAKE_PREFIX_PATH is \"${DEFAULT_CMAKE_PREFIX_PATH};${CMAKE_PREFIX_PATH}\""
+  DEFINE_CMAKE_PREFIX_PATH="-DCMAKE_PREFIX_PATH=\"${DEFAULT_CMAKE_PREFIX_PATH};${CMAKE_PREFIX_PATH}\""
+  echo "CMAKE_PREFIX_PATH is \"${DEFAULT_CMAKE_PREFIX_PATH};${CMAKE_PREFIX_PATH}\""
 fi
 
 set -ueox pipefail
 
-SCRIPTPATH="$( cd "$(dirname "$0")" ; pwd -P )"
-SRCPATH=$(cd ${SCRIPTPATH}/../..; pwd -P)
+SCRIPTPATH="$(
+  cd "$(dirname "$0")"
+  pwd -P
+)"
+SRCPATH=$(
+  cd ${SCRIPTPATH}/../..
+  pwd -P
+)
 NPROC=${NPROC:-$(nproc || grep -c ^processor /proc/cpuinfo)}
+ENABLE_THINLTO=${ENABLE_THINLTO:-ON}
 
 INSTALL_DIR="${SRCPATH}/release-centos7-llvm/tiflash"
 rm -rf ${INSTALL_DIR} && mkdir -p ${INSTALL_DIR}
@@ -43,14 +49,17 @@ rm -rf ${INSTALL_DIR} && mkdir -p ${INSTALL_DIR}
 BUILD_DIR="${SRCPATH}/release-centos7-llvm/build-release"
 rm -rf ${BUILD_DIR} && mkdir -p ${BUILD_DIR} && cd ${BUILD_DIR}
 
-cmake "${SRCPATH}" ${DEFINE_CMAKE_PREFIX_PATH} \
-      -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE} \
-      -DENABLE_TESTING=OFF \
-      -DENABLE_TESTS=OFF \
-      -Wno-dev \
-      -DUSE_CCACHE=OFF \
-      -DRUN_HAVE_STD_REGEX=0 \
-      -GNinja
+cmake -S "${SRCPATH}" \
+  ${DEFINE_CMAKE_PREFIX_PATH} \
+  -DCMAKE_BUILD_TYPE=${CMAKE_BUILD_TYPE} \
+  -DENABLE_TESTING=OFF \
+  -DENABLE_TESTS=OFF \
+  -Wno-dev \
+  -DUSE_CCACHE=OFF \
+  -DRUN_HAVE_STD_REGEX=0 \
+  -DENABLE_THINLTO=${ENABLE_THINLTO} \
+  -DTHINLTO_JOBS=${NPROC} \
+  -GNinja
 
 cmake --build . --target tiflash --parallel ${NPROC}
 cmake --install . --component=tiflash-release --prefix="${INSTALL_DIR}"
@@ -59,4 +68,3 @@ cmake --install . --component=tiflash-release --prefix="${INSTALL_DIR}"
 unset LD_LIBRARY_PATH
 readelf -d "${INSTALL_DIR}/tiflash"
 ldd "${INSTALL_DIR}/tiflash"
-