diff --git a/cpp/core/config/GlutenConfig.h b/cpp/core/config/GlutenConfig.h
index 2f5992b9c0df..110c741a4b4b 100644
--- a/cpp/core/config/GlutenConfig.h
+++ b/cpp/core/config/GlutenConfig.h
@@ -95,9 +95,9 @@ const std::string kSparkJsonIgnoreNullFields = "spark.sql.jsonGenerator.ignoreNu
 
 // cudf
 const std::string kCudfEnabled = "spark.gluten.sql.columnar.cudf";
-const bool kCudfEnabledDefault = "true";
+constexpr bool kCudfEnabledDefault = true;
 const std::string kDebugCudf = "spark.gluten.sql.debug.cudf";
-const bool kDebugCudfDefault = "false";
+const std::string kDebugCudfDefault = "false";
 
 std::unordered_map<std::string, std::string>
 parseConfMap(JNIEnv* env, const uint8_t* planData, const int32_t planDataLength);
diff --git a/cpp/velox/compute/VeloxBackend.cc b/cpp/velox/compute/VeloxBackend.cc
index 54cb08bf572a..fedb5aa1712c 100644
--- a/cpp/velox/compute/VeloxBackend.cc
+++ b/cpp/velox/compute/VeloxBackend.cc
@@ -28,6 +28,7 @@
 #include "utils/qat/QatCodec.h"
 #endif
 #ifdef GLUTEN_ENABLE_GPU
+#include "velox/experimental/cudf/CudfConfig.h"
 #include "velox/experimental/cudf/connectors/hive/CudfHiveConnector.h"
 #include "velox/experimental/cudf/exec/ToCudf.h"
 #endif
@@ -166,11 +167,16 @@ void VeloxBackend::init(
 
 #ifdef GLUTEN_ENABLE_GPU
   if (backendConf_->get<bool>(kCudfEnabled, kCudfEnabledDefault)) {
-    FLAGS_velox_cudf_debug = backendConf_->get<bool>(kDebugCudf, kDebugCudfDefault);
-    FLAGS_velox_cudf_memory_resource = backendConf_->get<std::string>(kCudfMemoryResource, kCudfMemoryResourceDefault);
-    auto& options = velox::cudf_velox::CudfOptions::getInstance();
-    options.memoryPercent = backendConf_->get<int32_t>(kCudfMemoryPercent, kCudfMemoryPercentDefault);
-    velox::cudf_velox::registerCudf(options);
+    std::unordered_map<std::string, std::string> options = {
+        {velox::cudf_velox::CudfConfig::kCudfEnabled, "true"},
+        {velox::cudf_velox::CudfConfig::kCudfDebugEnabled, backendConf_->get(kDebugCudf, kDebugCudfDefault)},
+        {velox::cudf_velox::CudfConfig::kCudfMemoryResource,
+         backendConf_->get(kCudfMemoryResource, kCudfMemoryResourceDefault)},
+        {velox::cudf_velox::CudfConfig::kCudfMemoryPercent,
+         backendConf_->get(kCudfMemoryPercent, kCudfMemoryPercentDefault)}};
+    auto& cudfConfig = velox::cudf_velox::CudfConfig::getInstance();
+    cudfConfig.initialize(std::move(options));
+    velox::cudf_velox::registerCudf();
   }
 #endif
 
diff --git a/cpp/velox/compute/WholeStageResultIterator.cc b/cpp/velox/compute/WholeStageResultIterator.cc
index fb3e1550a8f1..7846898cb702 100644
--- a/cpp/velox/compute/WholeStageResultIterator.cc
+++ b/cpp/velox/compute/WholeStageResultIterator.cc
@@ -24,6 +24,7 @@
 #ifdef GLUTEN_ENABLE_GPU
 #include <cudf/io/types.hpp>
 #include <mutex>
+#include "velox/experimental/cudf/CudfConfig.h"
 #include "velox/experimental/cudf/connectors/hive/CudfHiveConnectorSplit.h"
 #include "velox/experimental/cudf/exec/ToCudf.h"
 #endif
@@ -661,7 +662,7 @@ std::unordered_map<std::string, std::string> WholeStageResultIterator::getQueryC
         std::to_string(veloxCfg_->get<bool>(kSparkJsonIgnoreNullFields, true));
 
 #ifdef GLUTEN_ENABLE_GPU
-    configs[cudf_velox::kCudfEnabled] = std::to_string(veloxCfg_->get<bool>(kCudfEnabled, false));
+    configs[velox::cudf_velox::CudfConfig::kCudfEnabled] = std::to_string(veloxCfg_->get<bool>(kCudfEnabled, false));
 #endif
 
     const auto setIfExists = [&](const std::string& glutenKey, const std::string& veloxKey) {
diff --git a/cpp/velox/config/VeloxConfig.h b/cpp/velox/config/VeloxConfig.h
index 690fbd59f15e..4406887978b4 100644
--- a/cpp/velox/config/VeloxConfig.h
+++ b/cpp/velox/config/VeloxConfig.h
@@ -179,7 +179,7 @@ const std::string kCudfMemoryResourceDefault =
 
 // Initial percent of GPU memory to allocate for memory resource for one thread
 const std::string kCudfMemoryPercent = "spark.gluten.sql.columnar.backend.velox.cudf.memoryPercent";
-const int32_t kCudfMemoryPercentDefault = 50;
+const std::string kCudfMemoryPercentDefault = "50";
 
 /// Preferred size of batches in bytes to be returned by operators.
 const std::string kVeloxPreferredBatchBytes = "spark.gluten.sql.columnar.backend.velox.preferredBatchBytes";
diff --git a/cpp/velox/jni/VeloxJniWrapper.cc b/cpp/velox/jni/VeloxJniWrapper.cc
index 9e4f37687ad6..00528801435c 100644
--- a/cpp/velox/jni/VeloxJniWrapper.cc
+++ b/cpp/velox/jni/VeloxJniWrapper.cc
@@ -243,30 +243,19 @@ JNIEXPORT jlong JNICALL Java_org_apache_gluten_columnarbatch_VeloxColumnarBatchJ
 
   auto repeatedBatch = ObjectStore::retrieve<ColumnarBatch>(repeatedBatchHandle);
   auto nonRepeatedBatch = ObjectStore::retrieve<ColumnarBatch>(nonRepeatedBatchHandle);
-  GLUTEN_CHECK(rowNums == nonRepeatedBatch->numRows(),
-      "Row numbers after repeated do not match the expected size");
+  GLUTEN_CHECK(rowNums == nonRepeatedBatch->numRows(), "Row numbers after repeated do not match the expected size");
 
   // wrap repeatedBatch's rowVector in dictionary vector.
   auto vb = std::dynamic_pointer_cast<VeloxColumnarBatch>(repeatedBatch);
   auto rowVector = vb->getRowVector();
   std::vector<VectorPtr> outputs(rowVector->childrenSize());
   for (int i = 0; i < outputs.size(); i++) {
-    outputs[i] = BaseVector::wrapInDictionary(
-        nullptr /*nulls*/,
-        repeatedIndices,
-        rowNums,
-        rowVector->childAt(i));
+    outputs[i] = BaseVector::wrapInDictionary(nullptr /*nulls*/, repeatedIndices, rowNums, rowVector->childAt(i));
   }
-  auto newRowVector = std::make_shared<RowVector>(
-      veloxPool.get(),
-      rowVector->type(),
-      BufferPtr(nullptr),
-      rowNums,
-      std::move(outputs));
+  auto newRowVector =
+      std::make_shared<RowVector>(veloxPool.get(), rowVector->type(), BufferPtr(nullptr), rowNums, std::move(outputs));
   repeatedBatch = std::make_shared<VeloxColumnarBatch>(std::move(newRowVector));
-  auto newBatch = VeloxColumnarBatch::compose(
-      veloxPool.get(),
-      {std::move(repeatedBatch), std::move(nonRepeatedBatch)});
+  auto newBatch = VeloxColumnarBatch::compose(veloxPool.get(), {std::move(repeatedBatch), std::move(nonRepeatedBatch)});
   return ctx->saveObject(newBatch);
   JNI_METHOD_END(kInvalidObjectHandle)
 }
diff --git a/cpp/velox/substrait/SubstraitToVeloxPlan.cc b/cpp/velox/substrait/SubstraitToVeloxPlan.cc
index ab76f2c56ca1..ba7a70756848 100644
--- a/cpp/velox/substrait/SubstraitToVeloxPlan.cc
+++ b/cpp/velox/substrait/SubstraitToVeloxPlan.cc
@@ -168,15 +168,15 @@ bool SplitInfo::canUseCudfConnector() {
   bool isEmpty = partitionColumns.empty();
 
   if (!isEmpty) {
-      // Check if all maps are empty
-      bool allMapsEmpty = true;
-      for (const auto& m : partitionColumns) {
-          if (!m.empty()) {
-              allMapsEmpty = false;
-              break;
-          }
+    // Check if all maps are empty
+    bool allMapsEmpty = true;
+    for (const auto& m : partitionColumns) {
+      if (!m.empty()) {
+        allMapsEmpty = false;
+        break;
       }
-      isEmpty = allMapsEmpty;
+    }
+    isEmpty = allMapsEmpty;
   }
   return isEmpty && format == dwio::common::FileFormat::PARQUET;
 }
@@ -596,19 +596,17 @@ std::shared_ptr<connector::hive::HiveInsertTableHandle> makeHiveInsertTableHandl
     }
     if (std::find(partitionedBy.cbegin(), partitionedBy.cend(), tableColumnNames.at(i)) != partitionedBy.cend()) {
       ++numPartitionColumns;
-      columnHandles.emplace_back(
-          std::make_shared<connector::hive::HiveColumnHandle>(
-              tableColumnNames.at(i),
-              connector::hive::HiveColumnHandle::ColumnType::kPartitionKey,
-              tableColumnTypes.at(i),
-              tableColumnTypes.at(i)));
+      columnHandles.emplace_back(std::make_shared<connector::hive::HiveColumnHandle>(
+          tableColumnNames.at(i),
+          connector::hive::HiveColumnHandle::ColumnType::kPartitionKey,
+          tableColumnTypes.at(i),
+          tableColumnTypes.at(i)));
     } else {
-      columnHandles.emplace_back(
-          std::make_shared<connector::hive::HiveColumnHandle>(
-              tableColumnNames.at(i),
-              connector::hive::HiveColumnHandle::ColumnType::kRegular,
-              tableColumnTypes.at(i),
-              tableColumnTypes.at(i)));
+      columnHandles.emplace_back(std::make_shared<connector::hive::HiveColumnHandle>(
+          tableColumnNames.at(i),
+          connector::hive::HiveColumnHandle::ColumnType::kRegular,
+          tableColumnTypes.at(i),
+          tableColumnTypes.at(i)));
     }
   }
   VELOX_CHECK_EQ(numPartitionColumns, partitionedBy.size());
@@ -635,11 +633,10 @@ std::shared_ptr<CudfHiveInsertTableHandle> makeCudfHiveInsertTableHandle(
   std::vector<std::shared_ptr<const CudfHiveColumnHandle>> columnHandles;
 
   for (int i = 0; i < tableColumnNames.size(); ++i) {
-    columnHandles.push_back(
-        std::make_shared<CudfHiveColumnHandle>(
-            tableColumnNames.at(i),
-            tableColumnTypes.at(i),
-            cudf::data_type{cudf_velox::veloxToCudfTypeId(tableColumnTypes.at(i))}));
+    columnHandles.push_back(std::make_shared<CudfHiveColumnHandle>(
+        tableColumnNames.at(i),
+        tableColumnTypes.at(i),
+        cudf::data_type{cudf_velox::veloxToCudfTypeId(tableColumnTypes.at(i))}));
   }
 
   return std::make_shared<CudfHiveInsertTableHandle>(
@@ -741,16 +738,16 @@ core::PlanNodePtr SubstraitToVeloxPlanConverter::toVeloxPlan(const ::substrait::
   const auto& compressionKind =
       writerOptions->compressionKind.value_or(common::CompressionKind::CompressionKind_SNAPPY);
   std::shared_ptr<core::InsertTableHandle> tableHandle = std::make_shared<core::InsertTableHandle>(
-        kHiveConnectorId,
-        makeHiveInsertTableHandle(
-            tableColumnNames, /*inputType->names() clolumn name is different*/
-            inputType->children(),
-            partitionedKey,
-            bucketProperty,
-            makeLocationHandle(writePath, fileName, fileFormat, compressionKind, bucketProperty != nullptr),
-            writerOptions,
-            fileFormat,
-            compressionKind));
+      kHiveConnectorId,
+      makeHiveInsertTableHandle(
+          tableColumnNames, /*inputType->names() clolumn name is different*/
+          inputType->children(),
+          partitionedKey,
+          bucketProperty,
+          makeLocationHandle(writePath, fileName, fileFormat, compressionKind, bucketProperty != nullptr),
+          writerOptions,
+          fileFormat,
+          compressionKind));
   return std::make_shared<core::TableWriteNode>(
       nextPlanNodeId(),
       inputType,
@@ -1350,12 +1347,7 @@ core::PlanNodePtr SubstraitToVeloxPlanConverter::toVeloxPlan(const ::substrait::
   }
   common::SubfieldFilters subfieldFilters;
   tableHandle = std::make_shared<connector::hive::HiveTableHandle>(
-      connectorId,
-      "hive_table",
-      filterPushdownEnabled,
-      std::move(subfieldFilters),
-      remainingFilter,
-      dataColumns);
+      connectorId, "hive_table", filterPushdownEnabled, std::move(subfieldFilters), remainingFilter, dataColumns);
 
   // Get assignments and out names.
   std::vector<std::string> outNames;
diff --git a/ep/build-velox/src/get_velox.sh b/ep/build-velox/src/get_velox.sh
index 019c38fd7697..169744af9b86 100755
--- a/ep/build-velox/src/get_velox.sh
+++ b/ep/build-velox/src/get_velox.sh
@@ -18,11 +18,11 @@ set -exu
 
 CURRENT_DIR=$(cd "$(dirname "$BASH_SOURCE")"; pwd)
 VELOX_REPO=https://github.com/oap-project/velox.git
-VELOX_BRANCH=2025_10_06
+VELOX_BRANCH=2025_10_08
 VELOX_HOME=""
 RUN_SETUP_SCRIPT=ON
 VELOX_ENHANCED_REPO=https://github.com/IBM/velox.git
-VELOX_ENHANCED_BRANCH=ibm-2025_10_06
+VELOX_ENHANCED_BRANCH=ibm-2025_10_08
 ENABLE_ENHANCED_FEATURES=OFF
 
 # Developer use only for testing Velox PR.