diff --git a/ep/build-velox/src/build_velox.sh b/ep/build-velox/src/build_velox.sh
index 67a540e76fb3..e03ca84bc1fa 100755
--- a/ep/build-velox/src/build_velox.sh
+++ b/ep/build-velox/src/build_velox.sh
@@ -16,6 +16,8 @@
 
 set -exu
 # New build option may need to be included in get_build_summary to ensure EP build cache workable.
+# Path to the Velox source code.
+VELOX_HOME=""
 # Enable S3 connector.
 ENABLE_S3=OFF
 # Enable GCS connector.
@@ -24,15 +26,17 @@ ENABLE_GCS=OFF
 ENABLE_HDFS=OFF
 # Enable ABFS connector.
 ENABLE_ABFS=OFF
+# CMake build type for Velox.
 BUILD_TYPE=release
-VELOX_HOME=""
 # May be deprecated in Gluten build.
 ENABLE_BENCHMARK=OFF
 # May be deprecated in Gluten build.
 ENABLE_TESTS=OFF
 # Set to ON for gluten cpp test build.
 BUILD_TEST_UTILS=OFF
+# Number of threads to use for building.
 NUM_THREADS=""
+
 OTHER_ARGUMENTS=""
 
 OS=`uname -s`
@@ -117,6 +121,9 @@ function compile {
     echo "ENABLE_BENCHMARK is ON. Disabling Tests, GCS and ABFS connectors if enabled."
     COMPILE_OPTION="$COMPILE_OPTION -DVELOX_ENABLE_BENCHMARKS=ON"
   fi
+  if [ -n "${GLUTEN_VCPKG_ENABLED:-}" ]; then
+    COMPILE_OPTION="$COMPILE_OPTION -DVELOX_GFLAGS_TYPE=static"
+  fi
 
   COMPILE_OPTION="$COMPILE_OPTION -DCMAKE_BUILD_TYPE=${BUILD_TYPE}"
   COMPILE_TYPE=$(if [[ "$BUILD_TYPE" == "debug" ]] || [[ "$BUILD_TYPE" == "Debug" ]]; then echo 'debug'; else echo 'release'; fi)