diff --git a/be/src/vec/olap/block_reader.cpp b/be/src/vec/olap/block_reader.cpp
index ec6bb5cc92b5bc..fef95303a3e982 100644
--- a/be/src/vec/olap/block_reader.cpp
+++ b/be/src/vec/olap/block_reader.cpp
@@ -209,6 +209,8 @@ Status BlockReader::_init_agg_state(const ReaderParams& read_params) {
 Status BlockReader::init(const ReaderParams& read_params) {
     RETURN_IF_ERROR(TabletReader::init(read_params));
 
+    _arena = std::make_unique<Arena>();
+
     int32_t return_column_size = read_params.origin_return_columns->size();
     _return_columns_loc.resize(read_params.return_columns.size());
     for (int i = 0; i < return_column_size; ++i) {
@@ -511,6 +513,10 @@ size_t BlockReader::_copy_agg_data() {
 }
 
 void BlockReader::_update_agg_value(MutableColumns& columns, int begin, int end, bool is_close) {
+    if (!_arena) [[unlikely]] {
+        return;
+    }
+
     for (int i = 0; i < _agg_columns_idx.size(); i++) {
         auto idx = _agg_columns_idx[i];
 
@@ -520,7 +526,7 @@ void BlockReader::_update_agg_value(MutableColumns& columns, int begin, int end,
 
         if (begin <= end) {
             function->add_batch_range(begin, end, place, const_cast<const IColumn**>(&column_ptr),
-                                      &_arena, _stored_has_null_tag[idx]);
+                                      _arena.get(), _stored_has_null_tag[idx]);
         }
 
         if (is_close) {
@@ -529,8 +535,9 @@ void BlockReader::_update_agg_value(MutableColumns& columns, int begin, int end,
             function->reset(place);
         }
     }
+
     if (is_close) {
-        _arena.clear();
+        _arena->clear();
     }
 }
 
diff --git a/be/src/vec/olap/block_reader.h b/be/src/vec/olap/block_reader.h
index 6f9792929db72c..b60a5bc237319b 100644
--- a/be/src/vec/olap/block_reader.h
+++ b/be/src/vec/olap/block_reader.h
@@ -119,7 +119,8 @@ class BlockReader final : public TabletReader {
 
     bool _is_rowsets_overlapping = true;
 
-    Arena _arena;
+    // Use pointer to avoid allocing memory during construction
+    std::unique_ptr<Arena> _arena;
 };
 
 } // namespace vectorized
diff --git a/be/src/vec/olap/vertical_block_reader.cpp b/be/src/vec/olap/vertical_block_reader.cpp
index 0092a020a2e76b..c4dda20f40f9a2 100644
--- a/be/src/vec/olap/vertical_block_reader.cpp
+++ b/be/src/vec/olap/vertical_block_reader.cpp
@@ -208,6 +208,8 @@ Status VerticalBlockReader::init(const ReaderParams& read_params) {
     _reader_context.batch_size = opts.block_row_max;
     RETURN_IF_ERROR(TabletReader::init(read_params));
 
+    _arena = std::make_unique<Arena>();
+
     auto status = _init_collect_iter(read_params);
     if (!status.ok()) [[unlikely]] {
         if (!config::is_cloud_mode()) {
@@ -298,6 +300,9 @@ void VerticalBlockReader::_update_agg_data(MutableColumns& columns) {
 
 void VerticalBlockReader::_update_agg_value(MutableColumns& columns, int begin, int end,
                                             bool is_close) {
+    if (!_arena) [[unlikely]] {
+        return;
+    }
     for (size_t idx = 0; idx < _return_columns.size(); ++idx) {
         AggregateFunctionPtr function = _agg_functions[idx];
         AggregateDataPtr place = _agg_places[idx];
@@ -305,7 +310,7 @@ void VerticalBlockReader::_update_agg_value(MutableColumns& columns, int begin,
 
         if (begin <= end) {
             function->add_batch_range(begin, end, place, const_cast<const IColumn**>(&column_ptr),
-                                      &_arena, _stored_has_null_tag[idx]);
+                                      _arena.get(), _stored_has_null_tag[idx]);
         }
 
         if (is_close) {
@@ -315,7 +320,7 @@ void VerticalBlockReader::_update_agg_value(MutableColumns& columns, int begin,
         }
     }
     if (is_close) {
-        _arena.clear();
+        _arena->clear();
     }
 }
 
diff --git a/be/src/vec/olap/vertical_block_reader.h b/be/src/vec/olap/vertical_block_reader.h
index 77a01587b5873a..81ef8d7910077d 100644
--- a/be/src/vec/olap/vertical_block_reader.h
+++ b/be/src/vec/olap/vertical_block_reader.h
@@ -107,7 +107,9 @@ class VerticalBlockReader final : public TabletReader {
     // for agg mode
     std::vector<AggregateFunctionPtr> _agg_functions;
     std::vector<AggregateDataPtr> _agg_places;
-    Arena _arena;
+
+    // Use pointer to avoid memory allocation during construction
+    std::unique_ptr<Arena> _arena;
 
     std::vector<int> _normal_columns_idx;
     std::vector<int> _agg_columns_idx;