diff --git a/dev/build-helper-functions.sh b/dev/build-helper-functions.sh
index 4be8ad170ba..210052cf9dc 100644
--- a/dev/build-helper-functions.sh
+++ b/dev/build-helper-functions.sh
@@ -176,6 +176,14 @@ function cmake_install {
   CPU_TARGET="${CPU_TARGET:-unknown}"
   COMPILER_FLAGS=$(get_cxx_flags $CPU_TARGET)
 
+  local MACOS_ISOLATION_FLAGS=""
+  if [[ "$(uname)" == "Darwin" ]]; then
+    MACOS_ISOLATION_FLAGS="-DCMAKE_NO_SYSTEM_FROM_IMPORTED=ON \
+      -DCMAKE_IGNORE_PREFIX_PATH=/usr/local \
+      -DCMAKE_IGNORE_PATH=/usr/local;/usr/local/include;/usr/local/lib;/usr/local/lib/cmake \
+      -DCMAKE_SYSTEM_IGNORE_PATH=/usr/local;/usr/local/include;/usr/local/lib;/usr/local/lib/cmake"
+  fi
+
   # CMAKE_POSITION_INDEPENDENT_CODE is required so that Velox can be built into dynamic libraries \
   cmake -Wno-dev -B"${BINARY_DIR}" \
     -GNinja \
@@ -185,6 +193,7 @@ function cmake_install {
     "${INSTALL_PREFIX+-DCMAKE_INSTALL_PREFIX=}${INSTALL_PREFIX-}" \
     -DCMAKE_CXX_FLAGS="$COMPILER_FLAGS" \
     -DBUILD_TESTING=OFF \
+    $MACOS_ISOLATION_FLAGS \
     "$@"
 
   cmake --build "${BINARY_DIR}"
diff --git a/dev/builddeps-veloxbe.sh b/dev/builddeps-veloxbe.sh
index 6ce2c6d0831..ddc68e0a534 100755
--- a/dev/builddeps-veloxbe.sh
+++ b/dev/builddeps-veloxbe.sh
@@ -259,6 +259,11 @@ function build_gluten_cpp {
 
   if [ $OS == 'Darwin' ]; then
     GLUTEN_CMAKE_OPTIONS+=" -DCMAKE_PREFIX_PATH=$INSTALL_PREFIX"
+    GLUTEN_CMAKE_OPTIONS+=" -DCMAKE_NO_SYSTEM_FROM_IMPORTED=ON"
+    GLUTEN_CMAKE_OPTIONS+=" -DCMAKE_IGNORE_PREFIX_PATH=/usr/local"
+    GLUTEN_CMAKE_OPTIONS+=" -DCMAKE_IGNORE_PATH=/usr/local;/usr/local/include;/usr/local/lib;/usr/local/lib/cmake"
+    GLUTEN_CMAKE_OPTIONS+=" -DCMAKE_SYSTEM_IGNORE_PATH=/usr/local;/usr/local/include;/usr/local/lib;/usr/local/lib/cmake"
+    GLUTEN_CMAKE_OPTIONS+=" -DCMAKE_CXX_FLAGS=-Wno-inconsistent-missing-override -Wno-macro-redefined"
   fi
 
   cmake -G Ninja $GLUTEN_CMAKE_OPTIONS ..
diff --git a/ep/build-velox/src/build-velox.sh b/ep/build-velox/src/build-velox.sh
index 99b066415b9..78f3d969c6d 100755
--- a/ep/build-velox/src/build-velox.sh
+++ b/ep/build-velox/src/build-velox.sh
@@ -103,10 +103,19 @@ function compile {
   # or error occurs.
   CXX_FLAGS='-Wno-error=stringop-overflow -Wno-error=cpp -Wno-missing-field-initializers \
     -Wno-error=uninitialized -Wno-unknown-warning-option -Wno-deprecated-declarations'
+  if [[ "$(uname)" == "Darwin" ]]; then
+    CXX_FLAGS="$CXX_FLAGS -Wno-inconsistent-missing-override -Wno-macro-redefined"
+  fi
 
   COMPILE_OPTION="-DCMAKE_CXX_FLAGS=\"$CXX_FLAGS\" -DVELOX_ENABLE_PARQUET=ON -DVELOX_BUILD_TESTING=OFF \
       -DVELOX_MONO_LIBRARY=ON -DVELOX_BUILD_RUNNER=OFF -DVELOX_SIMDJSON_SKIPUTF8VALIDATION=ON \
       -DVELOX_ENABLE_GEO=OFF"
+  if [[ "$(uname)" == "Darwin" ]]; then
+    COMPILE_OPTION="$COMPILE_OPTION -DCMAKE_NO_SYSTEM_FROM_IMPORTED=ON"
+    COMPILE_OPTION="$COMPILE_OPTION -DCMAKE_IGNORE_PREFIX_PATH=/usr/local"
+    COMPILE_OPTION="$COMPILE_OPTION -DCMAKE_IGNORE_PATH=/usr/local\;/usr/local/include\;/usr/local/lib\;/usr/local/lib/cmake"
+    COMPILE_OPTION="$COMPILE_OPTION -DCMAKE_SYSTEM_IGNORE_PATH=/usr/local\;/usr/local/include\;/usr/local/lib\;/usr/local/lib/cmake"
+  fi
   if [ $BUILD_TEST_UTILS == "ON" ]; then
     COMPILE_OPTION="$COMPILE_OPTION -DVELOX_BUILD_TEST_UTILS=ON"
   fi