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/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/ep/build-velox/src/get_velox.sh b/ep/build-velox/src/get_velox.sh
index 019c38fd7697..6553623c4dc2 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_07
 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_07
 ENABLE_ENHANCED_FEATURES=OFF
 
 # Developer use only for testing Velox PR.