diff --git a/cpp/velox/compute/WholeStageResultIterator.cc b/cpp/velox/compute/WholeStageResultIterator.cc
index ae6a81ad9dc73..5e4f243d61e2c 100644
--- a/cpp/velox/compute/WholeStageResultIterator.cc
+++ b/cpp/velox/compute/WholeStageResultIterator.cc
@@ -383,7 +383,7 @@ std::unordered_map<std::string, std::string> WholeStageResultIterator::getQueryC
     configs[velox::core::QueryConfig::kSparkBloomFilterMaxNumBits] =
         getConfigValue(confMap_, kBloomFilterMaxNumBits, "4194304");
 
-    configs[velox::core::QueryConfig::kArrowBridgeTimestampUnit] = 2;
+    configs[velox::core::QueryConfig::kArrowBridgeTimestampUnit] = "6";
 
   } catch (const std::invalid_argument& err) {
     std::string errDetails = err.what();
@@ -414,7 +414,7 @@ std::shared_ptr<velox::Config> WholeStageResultIterator::createConnectorConfig()
   // The semantics of reading as lower case is opposite with case-sensitive.
   configs[velox::connector::hive::HiveConfig::kFileColumnNamesReadAsLowerCase] =
       getConfigValue(confMap_, kCaseSensitive, "false") == "false" ? "true" : "false";
-  configs[velox::connector::hive::HiveConfig::kArrowBridgeTimestampUnit] = 2;
+  configs[velox::connector::hive::HiveConfig::kArrowBridgeTimestampUnit] = "6";
 
   return std::make_shared<velox::core::MemConfig>(configs);
 }
diff --git a/cpp/velox/memory/VeloxColumnarBatch.cc b/cpp/velox/memory/VeloxColumnarBatch.cc
index 85da7f7c442cd..3256241f0789b 100644
--- a/cpp/velox/memory/VeloxColumnarBatch.cc
+++ b/cpp/velox/memory/VeloxColumnarBatch.cc
@@ -66,14 +66,14 @@ void VeloxColumnarBatch::ensureFlattened() {
 std::shared_ptr<ArrowSchema> VeloxColumnarBatch::exportArrowSchema() {
   auto out = std::make_shared<ArrowSchema>();
   ensureFlattened();
-  velox::exportToArrow(flattened_, ArrowUtils::getBridgeOptions(), *out);
+  velox::exportToArrow(flattened_, *out, ArrowUtils::getBridgeOptions());
   return out;
 }
 
 std::shared_ptr<ArrowArray> VeloxColumnarBatch::exportArrowArray() {
   auto out = std::make_shared<ArrowArray>();
   ensureFlattened();
-  velox::exportToArrow(flattened_, ArrowUtils::getBridgeOptions(), *out, flattened_->pool());
+  velox::exportToArrow(flattened_, *out, flattened_->pool(), ArrowUtils::getBridgeOptions());
   return out;
 }
 
diff --git a/cpp/velox/tests/VeloxColumnarBatchSerializerTest.cc b/cpp/velox/tests/VeloxColumnarBatchSerializerTest.cc
index 3c6364f636e41..71949fa76a33a 100644
--- a/cpp/velox/tests/VeloxColumnarBatchSerializerTest.cc
+++ b/cpp/velox/tests/VeloxColumnarBatchSerializerTest.cc
@@ -53,7 +53,7 @@ TEST_F(VeloxColumnarBatchSerializerTest, serialize) {
   auto buffer = serializer->serializeColumnarBatches({batch});
 
   ArrowSchema cSchema;
-  exportToArrow(vector, ArrowUtils::getBridgeOptions(), cSchema);
+  exportToArrow(vector, cSchema, ArrowUtils::getBridgeOptions());
   auto deserializer = std::make_shared<VeloxColumnarBatchSerializer>(arrowPool_.get(), veloxPool_, &cSchema);
   auto deserialized = deserializer->deserialize(const_cast<uint8_t*>(buffer->data()), buffer->size());
   auto deserializedVector = std::dynamic_pointer_cast<VeloxColumnarBatch>(deserialized)->getRowVector();
diff --git a/cpp/velox/utils/VeloxArrowUtils.cc b/cpp/velox/utils/VeloxArrowUtils.cc
index d91cb58bbf2f2..de67275c80a4c 100644
--- a/cpp/velox/utils/VeloxArrowUtils.cc
+++ b/cpp/velox/utils/VeloxArrowUtils.cc
@@ -26,7 +26,7 @@ namespace gluten {
 using namespace facebook;
 
 void toArrowSchema(const velox::TypePtr& rowType, facebook::velox::memory::MemoryPool* pool, struct ArrowSchema* out) {
-  exportToArrow(velox::BaseVector::create(rowType, 0, pool), ArrowUtils::getBridgeOptions(), *out);
+  exportToArrow(velox::BaseVector::create(rowType, 0, pool), *out, ArrowUtils::getBridgeOptions());
 }
 
 std::shared_ptr<arrow::Schema> toArrowSchema(const velox::TypePtr& rowType, facebook::velox::memory::MemoryPool* pool) {
diff --git a/cpp/velox/utils/VeloxArrowUtils.h b/cpp/velox/utils/VeloxArrowUtils.h
index d310877d3dbb6..3fb350266daab 100644
--- a/cpp/velox/utils/VeloxArrowUtils.h
+++ b/cpp/velox/utils/VeloxArrowUtils.h
@@ -31,9 +31,9 @@ namespace gluten {
 
 class ArrowUtils {
  public:
-  static facebook::velox::BridgeOptions getBridgeOptions() {
-    facebook::velox::BridgeOptions options;
-    options.timestampUnit = static_cast<facebook::velox::TimestampUnit>(2);
+  static ArrowOptions getBridgeOptions() {
+    ArrowOptions options;
+    options.timestampUnit = static_cast<TimestampUnit>(6);
     return options;
   }
 };
diff --git a/ep/build-velox/src/get_velox.sh b/ep/build-velox/src/get_velox.sh
index e430dd7c1bb96..7454b0d10e83b 100755
--- a/ep/build-velox/src/get_velox.sh
+++ b/ep/build-velox/src/get_velox.sh
@@ -16,8 +16,8 @@
 
 set -exu
 
-VELOX_REPO=https://github.com/oap-project/velox.git
-VELOX_BRANCH=update
+VELOX_REPO=https://github.com/yma11/velox.git
+VELOX_BRANCH=12-6
 VELOX_HOME=""
 
 #Set on run gluten on HDFS