diff --git a/cpp/velox/compute/VeloxBackend.cc b/cpp/velox/compute/VeloxBackend.cc
index 2dad6adf2e70..25d1990b6057 100644
--- a/cpp/velox/compute/VeloxBackend.cc
+++ b/cpp/velox/compute/VeloxBackend.cc
@@ -63,13 +63,14 @@ gluten::Runtime* veloxRuntimeFactory(
 } // namespace
 
 void VeloxBackend::init(const std::unordered_map<std::string, std::string>& conf) {
-  backendConf_ = std::make_shared<facebook::velox::core::MemConfig>(conf);
+  backendConf_ =
+      std::make_shared<facebook::velox::config::ConfigBase>(std::unordered_map<std::string, std::string>(conf));
 
   // Register Velox runtime factory
   gluten::Runtime::registerFactory(gluten::kVeloxRuntimeKind, veloxRuntimeFactory);
 
   if (backendConf_->get<bool>(kDebugModeEnabled, false)) {
-    LOG(INFO) << "VeloxBackend config:" << printConfig(backendConf_->values());
+    LOG(INFO) << "VeloxBackend config:" << printConfig(backendConf_->rawConfigs());
   }
 
   // Init glog and log level.
@@ -77,7 +78,7 @@ void VeloxBackend::init(const std::unordered_map<std::string, std::string>& conf
     FLAGS_v = backendConf_->get<uint32_t>(kGlogVerboseLevel, kGlogVerboseLevelDefault);
     FLAGS_minloglevel = backendConf_->get<uint32_t>(kGlogSeverityLevel, kGlogSeverityLevelDefault);
   } else {
-    if (backendConf_->isValueExists(kGlogVerboseLevel)) {
+    if (backendConf_->valueExists(kGlogVerboseLevel)) {
       FLAGS_v = backendConf_->get<uint32_t>(kGlogVerboseLevel, kGlogVerboseLevelDefault);
     } else {
       FLAGS_v = kGlogVerboseLevelMaximum;
@@ -187,24 +188,13 @@ void VeloxBackend::initCache() {
 
 void VeloxBackend::initConnector() {
   // The configs below are used at process level.
-  std::unordered_map<std::string, std::string> connectorConfMap = backendConf_->values();
+  std::unordered_map<std::string, std::string> connectorConfMap = backendConf_->rawConfigsCopy();
 
   auto hiveConf = getHiveConfig(backendConf_);
-  for (auto& [k, v] : hiveConf->valuesCopy()) {
+  for (auto& [k, v] : hiveConf->rawConfigsCopy()) {
     connectorConfMap[k] = v;
   }
 
-#ifdef ENABLE_ABFS
-  const auto& confValue = backendConf_->values();
-  for (auto& [k, v] : confValue) {
-    if (k.find("fs.azure.account.key") == 0) {
-      connectorConfMap[k] = v;
-    } else if (k.find("spark.hadoop.fs.azure.account.key") == 0) {
-      constexpr int32_t accountKeyPrefixLength = 13;
-      connectorConfMap[k.substr(accountKeyPrefixLength)] = v;
-    }
-  }
-#endif
   connectorConfMap[velox::connector::hive::HiveConfig::kEnableFileHandleCache] =
       backendConf_->get<bool>(kVeloxFileHandleCacheEnabled, kVeloxFileHandleCacheEnabledDefault) ? "true" : "false";
 
@@ -233,7 +223,7 @@ void VeloxBackend::initConnector() {
   }
   velox::connector::registerConnector(std::make_shared<velox::connector::hive::HiveConnector>(
       kHiveConnectorId,
-      std::make_shared<facebook::velox::core::MemConfig>(std::move(connectorConfMap)),
+      std::make_shared<facebook::velox::config::ConfigBase>(std::move(connectorConfMap)),
       ioExecutor_.get()));
 }
 
diff --git a/cpp/velox/compute/VeloxBackend.h b/cpp/velox/compute/VeloxBackend.h
index e8298eeed192..df0442855978 100644
--- a/cpp/velox/compute/VeloxBackend.h
+++ b/cpp/velox/compute/VeloxBackend.h
@@ -25,9 +25,9 @@
 #include <filesystem>
 
 #include "velox/common/caching/AsyncDataCache.h"
+#include "velox/common/config/Config.h"
 #include "velox/common/memory/MemoryPool.h"
 #include "velox/common/memory/MmapAllocator.h"
-#include "velox/core/Config.h"
 
 namespace gluten {
 /// As a static instance in per executor, initialized at executor startup.
@@ -53,7 +53,7 @@ class VeloxBackend {
 
   facebook::velox::cache::AsyncDataCache* getAsyncDataCache() const;
 
-  std::shared_ptr<facebook::velox::Config> getBackendConf() const {
+  std::shared_ptr<facebook::velox::config::ConfigBase> getBackendConf() const {
     return backendConf_;
   }
 
@@ -92,7 +92,7 @@ class VeloxBackend {
   std::string cachePathPrefix_;
   std::string cacheFilePrefix_;
 
-  std::shared_ptr<facebook::velox::Config> backendConf_;
+  std::shared_ptr<facebook::velox::config::ConfigBase> backendConf_;
 };
 
 } // namespace gluten
diff --git a/cpp/velox/compute/VeloxRuntime.cc b/cpp/velox/compute/VeloxRuntime.cc
index cdce781bd528..996fcb850727 100644
--- a/cpp/velox/compute/VeloxRuntime.cc
+++ b/cpp/velox/compute/VeloxRuntime.cc
@@ -62,7 +62,8 @@ VeloxRuntime::VeloxRuntime(
     : Runtime(std::make_shared<VeloxMemoryManager>(std::move(listener)), confMap) {
   // Refresh session config.
   vmm_ = dynamic_cast<VeloxMemoryManager*>(memoryManager_.get());
-  veloxCfg_ = std::make_shared<facebook::velox::core::MemConfig>(confMap_);
+  veloxCfg_ =
+      std::make_shared<facebook::velox::config::ConfigBase>(std::unordered_map<std::string, std::string>(confMap_));
   debugModeEnabled_ = veloxCfg_->get<bool>(kDebugModeEnabled, false);
   FLAGS_minloglevel = veloxCfg_->get<uint32_t>(kGlogSeverityLevel, FLAGS_minloglevel);
   FLAGS_v = veloxCfg_->get<uint32_t>(kGlogVerboseLevel, FLAGS_v);
@@ -270,7 +271,7 @@ std::unique_ptr<ColumnarBatchSerializer> VeloxRuntime::createColumnarBatchSerial
 }
 
 void VeloxRuntime::dumpConf(const std::string& path) {
-  const auto& backendConfMap = VeloxBackend::get()->getBackendConf()->values();
+  const auto& backendConfMap = VeloxBackend::get()->getBackendConf()->rawConfigs();
   auto allConfMap = backendConfMap;
 
   for (const auto& pair : confMap_) {
diff --git a/cpp/velox/compute/VeloxRuntime.h b/cpp/velox/compute/VeloxRuntime.h
index 952a103ed8ad..3460677d9113 100644
--- a/cpp/velox/compute/VeloxRuntime.h
+++ b/cpp/velox/compute/VeloxRuntime.h
@@ -101,7 +101,7 @@ class VeloxRuntime final : public Runtime {
  private:
   VeloxMemoryManager* vmm_;
   std::shared_ptr<const facebook::velox::core::PlanNode> veloxPlan_;
-  std::shared_ptr<facebook::velox::Config> veloxCfg_;
+  std::shared_ptr<facebook::velox::config::ConfigBase> veloxCfg_;
   bool debugModeEnabled_{false};
 
   std::unordered_map<int32_t, std::shared_ptr<ColumnarBatch>> emptySchemaBatchLoopUp_;
diff --git a/cpp/velox/compute/WholeStageResultIterator.cc b/cpp/velox/compute/WholeStageResultIterator.cc
index eb700c6489ec..b9c7900017d9 100644
--- a/cpp/velox/compute/WholeStageResultIterator.cc
+++ b/cpp/velox/compute/WholeStageResultIterator.cc
@@ -62,7 +62,8 @@ WholeStageResultIterator::WholeStageResultIterator(
     const std::unordered_map<std::string, std::string>& confMap,
     const SparkTaskInfo& taskInfo)
     : memoryManager_(memoryManager),
-      veloxCfg_(std::make_shared<facebook::velox::core::MemConfig>(confMap)),
+      veloxCfg_(
+          std::make_shared<facebook::velox::config::ConfigBase>(std::unordered_map<std::string, std::string>(confMap))),
       taskInfo_(taskInfo),
       veloxPlan_(planNode),
       scanNodeIds_(scanNodeIds),
@@ -175,7 +176,7 @@ WholeStageResultIterator::WholeStageResultIterator(
 }
 
 std::shared_ptr<velox::core::QueryCtx> WholeStageResultIterator::createNewVeloxQueryCtx() {
-  std::unordered_map<std::string, std::shared_ptr<velox::Config>> connectorConfigs;
+  std::unordered_map<std::string, std::shared_ptr<velox::config::ConfigBase>> connectorConfigs;
   connectorConfigs[kHiveConnectorId] = createConnectorConfig();
 
   std::shared_ptr<velox::core::QueryCtx> ctx = velox::core::QueryCtx::create(
@@ -437,10 +438,10 @@ std::unordered_map<std::string, std::string> WholeStageResultIterator::getQueryC
   // Find offheap size from Spark confs. If found, set the max memory usage of partial aggregation.
   // FIXME this uses process-wise off-heap memory which is not for task
   try {
-    if (veloxCfg_->isValueExists(kDefaultSessionTimezone)) {
+    if (veloxCfg_->valueExists(kDefaultSessionTimezone)) {
       configs[velox::core::QueryConfig::kSessionTimezone] = veloxCfg_->get<std::string>(kDefaultSessionTimezone, "");
     }
-    if (veloxCfg_->isValueExists(kSessionTimezone)) {
+    if (veloxCfg_->valueExists(kSessionTimezone)) {
       configs[velox::core::QueryConfig::kSessionTimezone] = veloxCfg_->get<std::string>(kSessionTimezone, "");
     }
     // Adjust timestamp according to the above configured session timezone.
@@ -519,7 +520,7 @@ std::unordered_map<std::string, std::string> WholeStageResultIterator::getQueryC
   return configs;
 }
 
-std::shared_ptr<velox::Config> WholeStageResultIterator::createConnectorConfig() {
+std::shared_ptr<velox::config::ConfigBase> WholeStageResultIterator::createConnectorConfig() {
   // The configs below are used at session level.
   std::unordered_map<std::string, std::string> configs = {};
   // The semantics of reading as lower case is opposite with case-sensitive.
@@ -532,7 +533,7 @@ std::shared_ptr<velox::Config> WholeStageResultIterator::createConnectorConfig()
       std::to_string(veloxCfg_->get<int32_t>(kMaxPartitions, 10000));
   configs[velox::connector::hive::HiveConfig::kIgnoreMissingFilesSession] =
       std::to_string(veloxCfg_->get<bool>(kIgnoreMissingFiles, false));
-  return std::make_shared<velox::core::MemConfig>(configs);
+  return std::make_shared<velox::config::ConfigBase>(std::move(configs));
 }
 
 } // namespace gluten
diff --git a/cpp/velox/compute/WholeStageResultIterator.h b/cpp/velox/compute/WholeStageResultIterator.h
index 5e661f40485a..371ec0c14c53 100644
--- a/cpp/velox/compute/WholeStageResultIterator.h
+++ b/cpp/velox/compute/WholeStageResultIterator.h
@@ -23,8 +23,8 @@
 #include "substrait/SubstraitToVeloxPlan.h"
 #include "substrait/plan.pb.h"
 #include "utils/metrics.h"
+#include "velox/common/config/Config.h"
 #include "velox/connectors/hive/iceberg/IcebergSplit.h"
-#include "velox/core/Config.h"
 #include "velox/core/PlanNode.h"
 #include "velox/exec/Task.h"
 
@@ -80,7 +80,7 @@ class WholeStageResultIterator : public ColumnarBatchIterator {
       std::vector<facebook::velox::core::PlanNodeId>& nodeIds);
 
   /// Create connector config.
-  std::shared_ptr<facebook::velox::Config> createConnectorConfig();
+  std::shared_ptr<facebook::velox::config::ConfigBase> createConnectorConfig();
 
   /// Construct partition columns.
   void constructPartitionColumns(
@@ -103,7 +103,7 @@ class WholeStageResultIterator : public ColumnarBatchIterator {
   VeloxMemoryManager* memoryManager_;
 
   /// Config, task and plan.
-  std::shared_ptr<Config> veloxCfg_;
+  std::shared_ptr<config::ConfigBase> veloxCfg_;
   const SparkTaskInfo taskInfo_;
   std::shared_ptr<facebook::velox::exec::Task> task_;
   std::shared_ptr<const facebook::velox::core::PlanNode> veloxPlan_;
diff --git a/cpp/velox/jni/JniFileSystem.cc b/cpp/velox/jni/JniFileSystem.cc
index 8bf791c234e8..55c1dc734969 100644
--- a/cpp/velox/jni/JniFileSystem.cc
+++ b/cpp/velox/jni/JniFileSystem.cc
@@ -261,7 +261,8 @@ class FileSystemWrapper : public facebook::velox::filesystems::FileSystem {
 
 class JniFileSystem : public facebook::velox::filesystems::FileSystem {
  public:
-  explicit JniFileSystem(jobject obj, std::shared_ptr<const facebook::velox::Config> config) : FileSystem(config) {
+  explicit JniFileSystem(jobject obj, std::shared_ptr<const facebook::velox::config::ConfigBase> config)
+      : FileSystem(config) {
     JNIEnv* env;
     attachCurrentThreadAsDaemonOrThrow(vm, &env);
     obj_ = env->NewGlobalRef(obj);
@@ -374,9 +375,10 @@ class JniFileSystem : public facebook::velox::filesystems::FileSystem {
     return [](std::string_view filePath) { return filePath.find(kJniFsScheme) == 0; };
   }
 
-  static std::function<std::shared_ptr<FileSystem>(std::shared_ptr<const facebook::velox::Config>, std::string_view)>
+  static std::function<
+      std::shared_ptr<FileSystem>(std::shared_ptr<const facebook::velox::config::ConfigBase>, std::string_view)>
   fileSystemGenerator() {
-    return [](std::shared_ptr<const facebook::velox::Config> properties, std::string_view filePath) {
+    return [](std::shared_ptr<const facebook::velox::config::ConfigBase> properties, std::string_view filePath) {
       JNIEnv* env;
       attachCurrentThreadAsDaemonOrThrow(vm, &env);
       jobject obj = env->CallStaticObjectMethod(jniFileSystemClass, jniGetFileSystem);
@@ -455,7 +457,7 @@ void gluten::registerJolFileSystem(uint64_t maxFileSize) {
 
   auto fileSystemGenerator =
       [maxFileSize](
-          std::shared_ptr<const facebook::velox::Config> properties,
+          std::shared_ptr<const facebook::velox::config::ConfigBase> properties,
           std::string_view filePath) -> std::shared_ptr<facebook::velox::filesystems::FileSystem> {
     // select JNI file if there is enough space
     if (JniFileSystem::isCapableForNewFile(maxFileSize)) {
diff --git a/cpp/velox/operators/writer/VeloxParquetDatasourceABFS.h b/cpp/velox/operators/writer/VeloxParquetDatasourceABFS.h
index 82e8f794cbce..ee54865ff66c 100644
--- a/cpp/velox/operators/writer/VeloxParquetDatasourceABFS.h
+++ b/cpp/velox/operators/writer/VeloxParquetDatasourceABFS.h
@@ -43,7 +43,8 @@ class VeloxParquetDatasourceABFS final : public VeloxParquetDatasource {
       : VeloxParquetDatasource(filePath, veloxPool, sinkPool, schema) {}
 
   void initSink(const std::unordered_map<std::string, std::string>& sparkConfs) override {
-    auto hiveConf = getHiveConfig(std::make_shared<facebook::velox::core::MemConfig>(sparkConfs));
+    auto hiveConf = getHiveConfig(
+        std::make_shared<facebook::velox::config::ConfigBase>(std::unordered_map<std::string, std::string>(confMap_)));
     auto fileSystem = filesystems::getFileSystem(filePath_, hiveConf);
     auto* abfsFileSystem = dynamic_cast<filesystems::abfs::AbfsFileSystem*>(fileSystem.get());
     sink_ = std::make_unique<dwio::common::WriteFileSink>(
diff --git a/cpp/velox/operators/writer/VeloxParquetDatasourceHDFS.h b/cpp/velox/operators/writer/VeloxParquetDatasourceHDFS.h
index 7722c8e51993..a91377a32ec3 100644
--- a/cpp/velox/operators/writer/VeloxParquetDatasourceHDFS.h
+++ b/cpp/velox/operators/writer/VeloxParquetDatasourceHDFS.h
@@ -43,7 +43,8 @@ class VeloxParquetDatasourceHDFS final : public VeloxParquetDatasource {
       : VeloxParquetDatasource(filePath, veloxPool, sinkPool, schema) {}
 
   void initSink(const std::unordered_map<std::string, std::string>& sparkConfs) override {
-    auto hiveConf = getHiveConfig(std::make_shared<facebook::velox::core::MemConfig>(sparkConfs));
+    auto hiveConf = getHiveConfig(
+        std::make_shared<facebook::velox::config::ConfigBase>(std::unordered_map<std::string, std::string>(confMap_)));
     sink_ = dwio::common::FileSink::create(filePath_, {.connectorProperties = hiveConf, .pool = sinkPool_.get()});
   }
 };
diff --git a/cpp/velox/operators/writer/VeloxParquetDatasourceS3.h b/cpp/velox/operators/writer/VeloxParquetDatasourceS3.h
index 3231a8a1ee5c..26928b297571 100644
--- a/cpp/velox/operators/writer/VeloxParquetDatasourceS3.h
+++ b/cpp/velox/operators/writer/VeloxParquetDatasourceS3.h
@@ -43,7 +43,8 @@ class VeloxParquetDatasourceS3 final : public VeloxParquetDatasource {
       : VeloxParquetDatasource(filePath, veloxPool, sinkPool, schema) {}
 
   void initSink(const std::unordered_map<std::string, std::string>& sparkConfs) override {
-    auto hiveConf = getHiveConfig(std::make_shared<facebook::velox::core::MemConfig>(sparkConfs));
+    auto hiveConf = getHiveConfig(
+        std::make_shared<facebook::velox::config::ConfigBase>(std::unordered_map<std::string, std::string>(confMap_)));
     sink_ = dwio::common::FileSink::create(filePath_, {.connectorProperties = hiveConf, .pool = sinkPool_.get()});
   }
 };
diff --git a/cpp/velox/substrait/SubstraitToVeloxPlan.cc b/cpp/velox/substrait/SubstraitToVeloxPlan.cc
index d7de841191ed..1604c15e338a 100644
--- a/cpp/velox/substrait/SubstraitToVeloxPlan.cc
+++ b/cpp/velox/substrait/SubstraitToVeloxPlan.cc
@@ -1148,7 +1148,8 @@ core::PlanNodePtr SubstraitToVeloxPlanConverter::toVeloxPlan(const ::substrait::
   std::vector<TypePtr> veloxTypeList;
   std::vector<ColumnType> columnTypes;
   // Convert field names into lower case when not case-sensitive.
-  std::unique_ptr<facebook::velox::Config> veloxCfg = std::make_unique<facebook::velox::core::MemConfig>(confMap_);
+  std::unique_ptr<facebook::velox::config::ConfigBase> veloxCfg =
+      std::make_unique<facebook::velox::config::ConfigBase>(std::unordered_map<std::string, std::string>(confMap_));
   bool asLowerCase = !veloxCfg->get<bool>(kCaseSensitive, false);
   if (readRel.has_base_schema()) {
     const auto& baseSchema = readRel.base_schema();
diff --git a/cpp/velox/utils/ConfigExtractor.cc b/cpp/velox/utils/ConfigExtractor.cc
index 816166351c0e..076427cd6aaa 100644
--- a/cpp/velox/utils/ConfigExtractor.cc
+++ b/cpp/velox/utils/ConfigExtractor.cc
@@ -59,7 +59,8 @@ std::string getConfigValue(
   return got->second;
 }
 
-std::shared_ptr<facebook::velox::core::MemConfig> getHiveConfig(std::shared_ptr<facebook::velox::Config> conf) {
+std::shared_ptr<facebook::velox::config::ConfigBase> getHiveConfig(
+    std::shared_ptr<facebook::velox::config::ConfigBase> conf) {
   std::unordered_map<std::string, std::string> hiveConfMap;
 
 #ifdef ENABLE_S3
@@ -177,10 +178,22 @@ std::shared_ptr<facebook::velox::core::MemConfig> getHiveConfig(std::shared_ptr<
   }
 #endif
 
+#ifdef ENABLE_ABFS
+  const auto& confValue = conf->rawConfigsCopy();
+  for (auto& [k, v] : confValue) {
+    if (k.find("fs.azure.account.key") == 0) {
+      connectorConfMap[k] = v;
+    } else if (k.find("spark.hadoop.fs.azure.account.key") == 0) {
+      constexpr int32_t accountKeyPrefixLength = 13;
+      connectorConfMap[k.substr(accountKeyPrefixLength)] = std::string(v);
+    }
+  }
+#endif
+
   hiveConfMap[facebook::velox::connector::hive::HiveConfig::kEnableFileHandleCache] =
       conf->get<bool>(kVeloxFileHandleCacheEnabled, kVeloxFileHandleCacheEnabledDefault) ? "true" : "false";
 
-  return std::make_shared<facebook::velox::core::MemConfig>(std::move(hiveConfMap));
+  return std::make_shared<facebook::velox::config::ConfigBase>(std::move(hiveConfMap));
 }
 
 } // namespace gluten
diff --git a/cpp/velox/utils/ConfigExtractor.h b/cpp/velox/utils/ConfigExtractor.h
index c5f662c950de..4cbfdf991f42 100644
--- a/cpp/velox/utils/ConfigExtractor.h
+++ b/cpp/velox/utils/ConfigExtractor.h
@@ -24,7 +24,7 @@
 #include <unordered_map>
 
 #include "config/GlutenConfig.h"
-#include "velox/core/Config.h"
+#include "velox/common/config/Config.h"
 
 namespace gluten {
 
@@ -33,6 +33,7 @@ std::string getConfigValue(
     const std::string& key,
     const std::optional<std::string>& fallbackValue);
 
-std::shared_ptr<facebook::velox::core::MemConfig> getHiveConfig(std::shared_ptr<facebook::velox::Config> conf);
+std::shared_ptr<facebook::velox::config::ConfigBase> getHiveConfig(
+    std::shared_ptr<facebook::velox::config::ConfigBase> conf);
 
 } // namespace gluten
diff --git a/cpp/velox/utils/HdfsUtils.cc b/cpp/velox/utils/HdfsUtils.cc
index a912c04eee7e..1bc326d4ca48 100644
--- a/cpp/velox/utils/HdfsUtils.cc
+++ b/cpp/velox/utils/HdfsUtils.cc
@@ -36,7 +36,7 @@ struct Credential {
 };
 } // namespace
 
-void updateHdfsTokens(const facebook::velox::Config* veloxCfg) {
+void updateHdfsTokens(const facebook::velox::config::ConfigBase* veloxCfg) {
   static std::mutex mtx;
   std::lock_guard lock{mtx};
 
diff --git a/cpp/velox/utils/HdfsUtils.h b/cpp/velox/utils/HdfsUtils.h
index cd017f250ad2..2e07d7ddf41b 100644
--- a/cpp/velox/utils/HdfsUtils.h
+++ b/cpp/velox/utils/HdfsUtils.h
@@ -15,8 +15,8 @@
  * limitations under the License.
  */
 
-#include <velox/core/Config.h>
+#include <velox/common/config/Config.h>
 #include <memory>
 namespace gluten {
-void updateHdfsTokens(const facebook::velox::Config* veloxCfg);
+void updateHdfsTokens(const facebook::velox::config::ConfigBase* veloxCfg);
 }