diff --git a/cpp/core/config/GlutenConfig.h b/cpp/core/config/GlutenConfig.h
index cd5196aa8c13..47e5558f280e 100644
--- a/cpp/core/config/GlutenConfig.h
+++ b/cpp/core/config/GlutenConfig.h
@@ -71,6 +71,8 @@ const std::string kIaaBackendName = "iaa";
 const std::string kSparkRedactionRegex = "spark.redaction.regex";
 const std::string kSparkRedactionString = "*********(redacted)";
 
+const std::string kSparkLegacyTimeParserPolicy = "spark.sql.legacy.timeParserPolicy";
+
 std::unordered_map<std::string, std::string>
 parseConfMap(JNIEnv* env, const uint8_t* planData, const int32_t planDataLength);
 
diff --git a/cpp/velox/compute/WholeStageResultIterator.cc b/cpp/velox/compute/WholeStageResultIterator.cc
index 479aa9ff0fef..850279041634 100644
--- a/cpp/velox/compute/WholeStageResultIterator.cc
+++ b/cpp/velox/compute/WholeStageResultIterator.cc
@@ -520,6 +520,13 @@ std::unordered_map<std::string, std::string> WholeStageResultIterator::getQueryC
 
     configs[velox::core::QueryConfig::kSparkPartitionId] = std::to_string(taskInfo_.partitionId);
 
+    // Enable Spark legacy date formatter if spark.sql.legacy.timeParserPolicy is set to 'LEGACY'.
+    if (veloxCfg_->get<std::string>(kSparkLegacyTimeParserPolicy, "") == "LEGACY") {
+      configs[velox::core::QueryConfig::kSparkLegacyDateFormatter] = "true";
+    } else {
+      configs[velox::core::QueryConfig::kSparkLegacyDateFormatter] = "false";
+    }
+
   } catch (const std::invalid_argument& err) {
     std::string errDetails = err.what();
     throw std::runtime_error("Invalid conf arg: " + errDetails);
diff --git a/shims/common/src/main/scala/org/apache/gluten/GlutenConfig.scala b/shims/common/src/main/scala/org/apache/gluten/GlutenConfig.scala
index 7a384f762074..eaa5387512a4 100644
--- a/shims/common/src/main/scala/org/apache/gluten/GlutenConfig.scala
+++ b/shims/common/src/main/scala/org/apache/gluten/GlutenConfig.scala
@@ -665,6 +665,7 @@ object GlutenConfig {
       SQLConf.SESSION_LOCAL_TIMEZONE.key,
       GLUTEN_DEFAULT_SESSION_TIMEZONE_KEY,
       SQLConf.LEGACY_SIZE_OF_NULL.key,
+      SQLConf.LEGACY_TIME_PARSER_POLICY.key,
       "spark.io.compression.codec",
       "spark.sql.decimalOperations.allowPrecisionLoss",
       COLUMNAR_VELOX_BLOOM_FILTER_EXPECTED_NUM_ITEMS.key,
@@ -695,6 +696,7 @@ object GlutenConfig {
     val keyWithDefault = ImmutableList.of(
       (SQLConf.CASE_SENSITIVE.key, SQLConf.CASE_SENSITIVE.defaultValueString),
       (SQLConf.IGNORE_MISSING_FILES.key, SQLConf.IGNORE_MISSING_FILES.defaultValueString),
+      (SQLConf.LEGACY_TIME_PARSER_POLICY.key, SQLConf.LEGACY_TIME_PARSER_POLICY.defaultValueString),
       (
         COLUMNAR_MEMORY_BACKTRACE_ALLOCATION.key,
         COLUMNAR_MEMORY_BACKTRACE_ALLOCATION.defaultValueString),