diff --git a/be/src/vec/common/columns_hashing.h b/be/src/vec/common/columns_hashing.h
index 99ce1105fef397..cc3e634d672dd6 100644
--- a/be/src/vec/common/columns_hashing.h
+++ b/be/src/vec/common/columns_hashing.h
@@ -257,6 +257,37 @@ struct HashMethodSingleLowNullableColumn : public SingleColumnMethod {
             return EmplaceResult(inserted);
     }
 
+    template <typename Data, typename Func, typename CreatorForNull>
+    ALWAYS_INLINE typename std::enable_if_t<has_mapped, Mapped>& lazy_emplace_key(
+            Data& data, size_t row, Arena& pool, Func&& f, CreatorForNull&& null_creator) {
+        if (key_columns[0]->is_null_at(row)) {
+            bool has_null_key = data.has_null_key_data();
+            data.has_null_key_data() = true;
+            if (!has_null_key) std::forward<CreatorForNull>(null_creator)(data.get_null_key_data());
+            return data.get_null_key_data();
+        }
+        auto key_holder = Base::get_key_holder(row, pool);
+        typename Data::LookupResult it;
+        data.lazy_emplace(key_holder, it, std::forward<Func>(f));
+        return *lookup_result_get_mapped(it);
+    }
+
+    template <typename Data, typename Func, typename CreatorForNull>
+    ALWAYS_INLINE typename std::enable_if_t<has_mapped, Mapped>& lazy_emplace_key(
+            Data& data, size_t row, Arena& pool, size_t hash_value, Func&& f,
+            CreatorForNull&& null_creator) {
+        if (key_columns[0]->is_null_at(row)) {
+            bool has_null_key = data.has_null_key_data();
+            data.has_null_key_data() = true;
+            if (!has_null_key) std::forward<CreatorForNull>(null_creator)(data.get_null_key_data());
+            return data.get_null_key_data();
+        }
+        auto key_holder = Base::get_key_holder(row, pool);
+        typename Data::LookupResult it;
+        data.lazy_emplace(key_holder, it, hash_value, std::forward<Func>(f));
+        return *lookup_result_get_mapped(it);
+    }
+
     template <typename Data>
     ALWAYS_INLINE FindResult find_key(Data& data, size_t row, Arena& pool) {
         if (key_columns[0]->is_null_at(row)) {
@@ -276,5 +307,16 @@ struct HashMethodSingleLowNullableColumn : public SingleColumnMethod {
     }
 };
 
+template <typename HashMethod>
+struct IsSingleNullableColumnMethod {
+    static constexpr bool value = false;
+};
+
+template <typename SingleColumnMethod, typename Mapped, bool use_cache>
+struct IsSingleNullableColumnMethod<
+        HashMethodSingleLowNullableColumn<SingleColumnMethod, Mapped, use_cache>> {
+    static constexpr bool value = true;
+};
+
 } // namespace ColumnsHashing
 } // namespace doris::vectorized
diff --git a/be/src/vec/common/columns_hashing_impl.h b/be/src/vec/common/columns_hashing_impl.h
index 5b5f13b86a905a..7bf4fd31327ad2 100644
--- a/be/src/vec/common/columns_hashing_impl.h
+++ b/be/src/vec/common/columns_hashing_impl.h
@@ -140,6 +140,22 @@ class HashMethodBase {
         return emplaceImpl(key_holder, hash_value, data);
     }
 
+    template <typename Data, typename Func>
+    ALWAYS_INLINE typename std::enable_if_t<has_mapped, Mapped>& lazy_emplace_key(Data& data,
+                                                                                  size_t row,
+                                                                                  Arena& pool,
+                                                                                  Func&& f) {
+        auto key_holder = static_cast<Derived&>(*this).get_key_holder(row, pool);
+        return lazy_emplace_impl(key_holder, data, std::forward<Func>(f));
+    }
+
+    template <typename Data, typename Func>
+    ALWAYS_INLINE typename std::enable_if_t<has_mapped, Mapped>& lazy_emplace_key(
+            Data& data, size_t hash_value, size_t row, Arena& pool, Func&& f) {
+        auto key_holder = static_cast<Derived&>(*this).get_key_holder(row, pool);
+        return lazy_emplace_impl(key_holder, hash_value, data, std::forward<Func>(f));
+    }
+
     template <typename Data>
     ALWAYS_INLINE FindResult find_key(Data& data, size_t row, Arena& pool) {
         auto key_holder = static_cast<Derived&>(*this).get_key_holder(row, pool);
@@ -264,6 +280,23 @@ class HashMethodBase {
             return EmplaceResult(inserted);
     }
 
+    template <typename Data, typename KeyHolder, typename Func>
+    ALWAYS_INLINE typename std::enable_if_t<has_mapped, Mapped>& lazy_emplace_impl(
+            KeyHolder& key_holder, Data& data, Func&& f) {
+        typename Data::LookupResult it;
+        data.lazy_emplace(key_holder, it, std::forward<Func>(f));
+        return *lookup_result_get_mapped(it);
+    }
+
+    template <typename Data, typename KeyHolder, typename Func>
+    ALWAYS_INLINE typename std::enable_if_t<has_mapped, Mapped>& lazy_emplace_impl(
+            KeyHolder& key_holder, size_t hash_value, Data& data, Func&& f) {
+        typename Data::LookupResult it;
+        data.lazy_emplace(key_holder, it, hash_value, std::forward<Func>(f));
+
+        return *lookup_result_get_mapped(it);
+    }
+
     template <typename Data, typename Key>
     ALWAYS_INLINE FindResult find_key_impl(Key key, Data& data) {
         if constexpr (Cache::consecutive_keys_optimization) {
diff --git a/be/src/vec/common/hash_table/fixed_hash_map.h b/be/src/vec/common/hash_table/fixed_hash_map.h
index 1985885dda2745..164411550c1fb7 100644
--- a/be/src/vec/common/hash_table/fixed_hash_map.h
+++ b/be/src/vec/common/hash_table/fixed_hash_map.h
@@ -78,6 +78,7 @@ struct FixedHashMapImplicitZeroCell {
 
     FixedHashMapImplicitZeroCell() {}
     FixedHashMapImplicitZeroCell(const Key&, const State&) {}
+    FixedHashMapImplicitZeroCell(const Key&, const Mapped& mapped_) : mapped(mapped_) {}
     FixedHashMapImplicitZeroCell(const value_type& value_, const State&) : mapped(value_.second) {}
 
     const VoidKey get_first() const { return {}; }
diff --git a/be/src/vec/common/hash_table/fixed_hash_table.h b/be/src/vec/common/hash_table/fixed_hash_table.h
index 338ae03905b64d..a909403d3b6fde 100644
--- a/be/src/vec/common/hash_table/fixed_hash_table.h
+++ b/be/src/vec/common/hash_table/fixed_hash_table.h
@@ -269,6 +269,31 @@ class FixedHashTable : private boost::noncopyable,
         this->increase_size();
     }
 
+    class Constructor {
+    public:
+        friend class FixedHashTable;
+        template <typename... Args>
+        void operator()(Args&&... args) const {
+            new (_cell) Cell(std::forward<Args>(args)...);
+        }
+
+    private:
+        Constructor(Cell* cell) : _cell(cell) {}
+        Cell* _cell;
+    };
+
+    template <typename Func>
+    void ALWAYS_INLINE lazy_emplace(const Key& x, LookupResult& it, Func&& f) {
+        it = &buf[x];
+
+        if (!buf[x].is_zero(*this)) {
+            return;
+        }
+
+        f(Constructor(&buf[x]), x);
+        this->increase_size();
+    }
+
     std::pair<LookupResult, bool> ALWAYS_INLINE insert(const value_type& x) {
         std::pair<LookupResult, bool> res;
         emplace(Cell::get_key(x), res.first, res.second);
diff --git a/be/src/vec/common/hash_table/hash_map.h b/be/src/vec/common/hash_table/hash_map.h
index 25e1b74c510755..118b87087d9714 100644
--- a/be/src/vec/common/hash_table/hash_map.h
+++ b/be/src/vec/common/hash_table/hash_map.h
@@ -59,6 +59,7 @@ struct HashMapCell {
 
     HashMapCell() {}
     HashMapCell(const Key& key_, const State&) : value(key_, NoInitTag()) {}
+    HashMapCell(const Key& key_, const Mapped& mapped_) : value(key_, mapped_) {}
     HashMapCell(const value_type& value_, const State&) : value(value_) {}
 
     const Key& get_first() const { return value.first; }
diff --git a/be/src/vec/common/hash_table/hash_table.h b/be/src/vec/common/hash_table/hash_table.h
index ce6407f072770f..a59cf972ff0d86 100644
--- a/be/src/vec/common/hash_table/hash_table.h
+++ b/be/src/vec/common/hash_table/hash_table.h
@@ -765,6 +765,27 @@ class HashTable : private boost::noncopyable,
         return false;
     }
 
+    template <typename Func>
+    bool ALWAYS_INLINE lazy_emplace_if_zero(const Key& x, LookupResult& it, size_t hash_value,
+                                            Func&& f) {
+        /// If it is claimed that the zero key can not be inserted into the table.
+        if (!Cell::need_zero_value_storage) return false;
+
+        if (Cell::is_zero(x, *this)) {
+            it = this->zero_value();
+            if (!this->get_has_zero()) {
+                ++m_size;
+                this->set_get_has_zero();
+                std::forward<Func>(f)(Constructor(it), x);
+                this->zero_value()->set_hash(hash_value);
+            }
+
+            return true;
+        }
+
+        return false;
+    }
+
     template <typename KeyHolder>
     void ALWAYS_INLINE emplace_non_zero_impl(size_t place_value, KeyHolder&& key_holder,
                                              LookupResult& it, bool& inserted, size_t hash_value) {
@@ -804,6 +825,43 @@ class HashTable : private boost::noncopyable,
         }
     }
 
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace_non_zero_impl(size_t place_value, KeyHolder&& key_holder,
+                                                  LookupResult& it, size_t hash_value, Func&& f) {
+        it = &buf[place_value];
+
+        if (!buf[place_value].is_zero(*this)) {
+            key_holder_discard_key(key_holder);
+            return;
+        }
+
+        key_holder_persist_key(key_holder);
+        const auto& key = key_holder_get_key(key_holder);
+
+        f(Constructor(&buf[place_value]), key);
+        buf[place_value].set_hash(hash_value);
+        ++m_size;
+
+        if (UNLIKELY(grower.overflow(m_size))) {
+            try {
+                resize();
+            } catch (...) {
+                /** If we have not resized successfully, then there will be problems.
+                  * There remains a key, but uninitialized mapped-value,
+                  *  which, perhaps, can not even be called a destructor.
+                  */
+                --m_size;
+                buf[place_value].set_zero();
+                throw;
+            }
+
+            // The hash table was rehashed, so we have to re-find the key.
+            size_t new_place = find_cell(key, hash_value, grower.place(hash_value));
+            assert(!buf[new_place].is_zero(*this));
+            it = &buf[new_place];
+        }
+    }
+
     /// Only for non-zero keys. Find the right place, insert the key there, if it does not already exist. Set iterator to the cell in output parameter.
     template <typename KeyHolder>
     void ALWAYS_INLINE emplace_non_zero(KeyHolder&& key_holder, LookupResult& it, bool& inserted,
@@ -813,6 +871,14 @@ class HashTable : private boost::noncopyable,
         emplace_non_zero_impl(place_value, key_holder, it, inserted, hash_value);
     }
 
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace_non_zero(KeyHolder&& key_holder, LookupResult& it,
+                                             size_t hash_value, Func&& f) {
+        const auto& key = key_holder_get_key(key_holder);
+        size_t place_value = find_cell(key, hash_value, grower.place(hash_value));
+        lazy_emplace_non_zero_impl(place_value, key_holder, it, hash_value, std::forward<Func>(f));
+    }
+
 public:
     void expanse_for_add_elem(size_t num_elem) {
         if (add_elem_size_overflow(num_elem)) {
@@ -847,6 +913,19 @@ class HashTable : private boost::noncopyable,
         reinsert(*it.get_ptr(), hash_value);
     }
 
+    class Constructor {
+    public:
+        friend class HashTable;
+        template <typename... Args>
+        void operator()(Args&&... args) const {
+            new (_cell) Cell(std::forward<Args>(args)...);
+        }
+
+    private:
+        Constructor(Cell* cell) : _cell(cell) {}
+        Cell* _cell;
+    };
+
     /** Insert the key.
       * Return values:
       * 'it' -- a LookupResult pointing to the corresponding key/mapped pair.
@@ -877,6 +956,20 @@ class HashTable : private boost::noncopyable,
             emplace_non_zero(key_holder, it, inserted, hash_value);
     }
 
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace(KeyHolder&& key_holder, LookupResult& it, Func&& f) {
+        const auto& key = key_holder_get_key(key_holder);
+        lazy_emplace(key_holder, it, hash(key), std::forward<Func>(f));
+    }
+
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace(KeyHolder&& key_holder, LookupResult& it, size_t hash_value,
+                                    Func&& f) {
+        const auto& key = key_holder_get_key(key_holder);
+        if (!lazy_emplace_if_zero(key, it, hash_value, std::forward<Func>(f)))
+            lazy_emplace_non_zero(key_holder, it, hash_value, std::forward<Func>(f));
+    }
+
     /// Copy the cell from another hash table. It is assumed that the cell is not zero, and also that there was no such key in the table yet.
     void ALWAYS_INLINE insert_unique_non_zero(const Cell* cell, size_t hash_value) {
         size_t place_value = find_empty_cell(grower.place(hash_value));
diff --git a/be/src/vec/common/hash_table/hash_table_utils.h b/be/src/vec/common/hash_table/hash_table_utils.h
index e437f070996653..0302b72f3ca56e 100644
--- a/be/src/vec/common/hash_table/hash_table_utils.h
+++ b/be/src/vec/common/hash_table/hash_table_utils.h
@@ -22,4 +22,5 @@ template <typename T>
 struct HashTableTraits {
     static constexpr bool is_phmap = false;
     static constexpr bool is_parallel_phmap = false;
+    static constexpr bool is_string_hash_table = false;
 };
diff --git a/be/src/vec/common/hash_table/ph_hash_map.h b/be/src/vec/common/hash_table/ph_hash_map.h
index 3a56ce7988af70..66596bb333ca98 100644
--- a/be/src/vec/common/hash_table/ph_hash_map.h
+++ b/be/src/vec/common/hash_table/ph_hash_map.h
@@ -118,6 +118,16 @@ class PHHashMap : private boost::noncopyable {
         it = &*it_;
     }
 
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace(KeyHolder&& key_holder, LookupResult& it, Func&& f) {
+        const auto& key = key_holder_get_key(key_holder);
+        auto it_ = _hash_map.lazy_emplace(key, [&](const auto& ctor) {
+            key_holder_persist_key(key_holder);
+            f(ctor, key);
+        });
+        it = &*it_;
+    }
+
     template <typename KeyHolder>
     void ALWAYS_INLINE emplace(KeyHolder&& key_holder, LookupResult& it, size_t hash_value,
                                bool& inserted) {
@@ -140,6 +150,25 @@ class PHHashMap : private boost::noncopyable {
         }
     }
 
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace(KeyHolder&& key_holder, LookupResult& it, size_t hash_value,
+                                    Func&& f) {
+        const auto& key = key_holder_get_key(key_holder);
+        if constexpr (use_parallel) {
+            auto it_ = _hash_map.lazy_emplace_with_hash(hash_value, key, [&](const auto& ctor) {
+                key_holder_persist_key(key_holder);
+                f(ctor, key);
+            });
+            it = &*it_;
+        } else {
+            auto it_ = _hash_map.lazy_emplace_with_hash(key, hash_value, [&](const auto& ctor) {
+                key_holder_persist_key(key_holder);
+                f(ctor, key);
+            });
+            it = &*it_;
+        }
+    }
+
     template <typename KeyHolder>
     LookupResult ALWAYS_INLINE find(KeyHolder&& key_holder) {
         const auto& key = key_holder_get_key(key_holder);
@@ -197,4 +226,5 @@ template <typename Key, typename Mapped, typename Hash, bool use_parallel>
 struct HashTableTraits<PHHashMap<Key, Mapped, Hash, use_parallel>> {
     static constexpr bool is_phmap = true;
     static constexpr bool is_parallel_phmap = use_parallel;
+    static constexpr bool is_string_hash_table = false;
 };
diff --git a/be/src/vec/common/hash_table/string_hash_map.h b/be/src/vec/common/hash_table/string_hash_map.h
index 4e2ca786bb00ae..344f468dec1237 100644
--- a/be/src/vec/common/hash_table/string_hash_map.h
+++ b/be/src/vec/common/hash_table/string_hash_map.h
@@ -209,3 +209,17 @@ class StringHashMap : public StringHashTable<StringHashMapSubMaps<TMapped, Alloc
     char* get_null_key_data() { return nullptr; }
     bool has_null_key_data() const { return false; }
 };
+
+template <typename TMapped, typename Allocator>
+struct HashTableTraits<StringHashMap<TMapped, Allocator>> {
+    static constexpr bool is_phmap = false;
+    static constexpr bool is_parallel_phmap = false;
+    static constexpr bool is_string_hash_table = true;
+};
+
+template <template <typename> class Derived, typename TMapped, typename Allocator>
+struct HashTableTraits<Derived<StringHashMap<TMapped, Allocator>>> {
+    static constexpr bool is_phmap = false;
+    static constexpr bool is_parallel_phmap = false;
+    static constexpr bool is_string_hash_table = true;
+};
diff --git a/be/src/vec/common/hash_table/string_hash_table.h b/be/src/vec/common/hash_table/string_hash_table.h
index 2dc2c25a293dea..21eb96b52271b9 100644
--- a/be/src/vec/common/hash_table/string_hash_table.h
+++ b/be/src/vec/common/hash_table/string_hash_table.h
@@ -130,6 +130,30 @@ struct StringHashTableEmpty //-V730
         it = zero_value();
     }
 
+    class Constructor {
+    public:
+        friend struct StringHashTableEmpty;
+        template <typename... Args>
+        void operator()(Args&&... args) const {
+            new (_cell) Cell(std::forward<Args>(args)...);
+        }
+
+    private:
+        Constructor(Cell* cell) : _cell(cell) {}
+        Cell* _cell;
+    };
+
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace(KeyHolder&& key_holder, LookupResult& it, size_t hash_value,
+                                    Func&& f) {
+        if (!has_zero()) {
+            const auto& key = key_holder_get_key(key_holder);
+            set_has_zero(key);
+            std::forward<Func>(f)(Constructor(zero_value()), key);
+        }
+        it = zero_value();
+    }
+
     template <typename Key>
     LookupResult ALWAYS_INLINE find(const Key&, size_t = 0) {
         return has_zero() ? zero_value() : nullptr;
@@ -179,7 +203,7 @@ struct StringHashTableLookupResult {
 };
 
 template <typename Mapped>
-ALWAYS_INLINE inline auto lookup_result_get_mapped(StringHashTableLookupResult<Mapped*> cell) {
+ALWAYS_INLINE inline auto lookup_result_get_mapped(StringHashTableLookupResult<Mapped> cell) {
     return &cell.get_mapped();
 }
 
@@ -548,6 +572,27 @@ class StringHashTable : private boost::noncopyable {
         this->dispatch(*this, key_holder, EmplaceCallable(it, inserted));
     }
 
+    template <typename Func>
+    struct LazyEmplaceCallable {
+        LookupResult& mapped;
+        Func&& f;
+
+        LazyEmplaceCallable(LookupResult& mapped_, Func&& f_)
+                : mapped(mapped_), f(std::forward<Func>(f_)) {}
+
+        template <typename Map, typename KeyHolder>
+        void ALWAYS_INLINE operator()(Map& map, KeyHolder&& key_holder, size_t hash) {
+            typename Map::LookupResult result;
+            map.lazy_emplace(key_holder, result, hash, std::forward<Func>(f));
+            mapped = &result->get_second();
+        }
+    };
+
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace(KeyHolder&& key_holder, LookupResult& it, Func&& f) {
+        this->dispatch(*this, key_holder, LazyEmplaceCallable<Func>(it, std::forward<Func>(f)));
+    }
+
     struct FindCallable {
         // find() doesn't need any key memory management, so we don't work with
         // any key holders here, only with normal keys. The key type is still
@@ -613,3 +658,10 @@ class StringHashTable : private boost::noncopyable {
     size_t get_collisions() const { return 0; }
 #endif
 };
+
+template <typename SubMaps>
+struct HashTableTraits<StringHashTable<SubMaps>> {
+    static constexpr bool is_phmap = false;
+    static constexpr bool is_parallel_phmap = false;
+    static constexpr bool is_string_hash_table = true;
+};
diff --git a/be/src/vec/exec/vaggregation_node.cpp b/be/src/vec/exec/vaggregation_node.cpp
index a403b4edb479f9..94692422715e56 100644
--- a/be/src/vec/exec/vaggregation_node.cpp
+++ b/be/src/vec/exec/vaggregation_node.cpp
@@ -97,6 +97,8 @@ AggregationNode::AggregationNode(ObjectPool* pool, const TPlanNode& tnode,
           _serialize_result_timer(nullptr),
           _deserialize_data_timer(nullptr),
           _hash_table_compute_timer(nullptr),
+          _hash_table_iterate_timer(nullptr),
+          _insert_keys_to_column_timer(nullptr),
           _streaming_agg_timer(nullptr),
           _hash_table_size_counter(nullptr),
           _hash_table_input_counter(nullptr) {
@@ -295,6 +297,8 @@ Status AggregationNode::prepare(RuntimeState* state) {
     _serialize_result_timer = ADD_TIMER(runtime_profile(), "SerializeResultTime");
     _deserialize_data_timer = ADD_TIMER(runtime_profile(), "DeserializeDataTime");
     _hash_table_compute_timer = ADD_TIMER(runtime_profile(), "HashTableComputeTime");
+    _hash_table_iterate_timer = ADD_TIMER(runtime_profile(), "HashTableIterateTime");
+    _insert_keys_to_column_timer = ADD_TIMER(runtime_profile(), "InsertKeysToColumnTime");
     _streaming_agg_timer = ADD_TIMER(runtime_profile(), "StreamingAggTime");
     _hash_table_size_counter = ADD_COUNTER(runtime_profile(), "HashTableSize", TUnit::UNIT);
     _hash_table_input_counter = ADD_COUNTER(runtime_profile(), "HashTableInputCount", TUnit::UNIT);
@@ -384,6 +388,20 @@ Status AggregationNode::prepare(RuntimeState* state) {
         _executor.close = std::bind<void>(&AggregationNode::_close_without_key, this);
     } else {
         _init_hash_method(_probe_expr_ctxs);
+
+        std::visit(
+                [&](auto&& agg_method) {
+                    using HashTableType = std::decay_t<decltype(agg_method.data)>;
+                    using KeyType = typename HashTableType::key_type;
+
+                    /// some aggregate functions (like AVG for decimal) have align issues.
+                    _aggregate_data_container.reset(new AggregateDataContainer(
+                            sizeof(KeyType),
+                            ((_total_size_of_aggregate_states + _align_aggregate_states - 1) /
+                             _align_aggregate_states) *
+                                    _align_aggregate_states));
+                },
+                _agg_data._aggregated_method_variant);
         if (_is_merge) {
             _executor.execute = std::bind<Status>(&AggregationNode::_merge_with_serialized_key,
                                                   this, std::placeholders::_1);
@@ -787,43 +805,64 @@ void AggregationNode::_emplace_into_hash_table(AggregateDataPtr* places, ColumnR
                     }
                 }
 
+                auto creator = [this](const auto& ctor, const auto& key) {
+                    using KeyType = std::decay_t<decltype(key)>;
+                    if constexpr (HashTableTraits<HashTableType>::is_string_hash_table &&
+                                  !std::is_same_v<StringRef, KeyType>) {
+                        StringRef string_ref = to_string_ref(key);
+                        ArenaKeyHolder key_holder {string_ref, _agg_arena_pool};
+                        key_holder_persist_key(key_holder);
+                        auto mapped = _aggregate_data_container->append_data(key_holder.key);
+                        _create_agg_status(mapped);
+                        ctor(key, mapped);
+                    } else {
+                        auto mapped = _aggregate_data_container->append_data(key);
+                        _create_agg_status(mapped);
+                        ctor(key, mapped);
+                    }
+                };
+
+                auto creator_for_null_key = [this](auto& mapped) {
+                    mapped = _agg_arena_pool.aligned_alloc(_total_size_of_aggregate_states,
+                                                           _align_aggregate_states);
+                    _create_agg_status(mapped);
+                };
+
                 /// For all rows.
                 COUNTER_UPDATE(_hash_table_input_counter, num_rows);
                 for (size_t i = 0; i < num_rows; ++i) {
-                    AggregateDataPtr aggregate_data = nullptr;
-
-                    auto emplace_result = [&]() {
-                        if constexpr (HashTableTraits<HashTableType>::is_phmap) {
-                            if (LIKELY(i + HASH_MAP_PREFETCH_DIST < num_rows)) {
-                                if constexpr (HashTableTraits<HashTableType>::is_parallel_phmap) {
-                                    agg_method.data.prefetch_by_key(state.get_key_holder(
-                                            i + HASH_MAP_PREFETCH_DIST, _agg_arena_pool));
-                                } else
-                                    agg_method.data.prefetch_by_hash(
-                                            _hash_values[i + HASH_MAP_PREFETCH_DIST]);
-                            }
+                    AggregateDataPtr mapped = nullptr;
+                    if constexpr (HashTableTraits<HashTableType>::is_phmap) {
+                        if (LIKELY(i + HASH_MAP_PREFETCH_DIST < num_rows)) {
+                            if constexpr (HashTableTraits<HashTableType>::is_parallel_phmap) {
+                                agg_method.data.prefetch_by_key(state.get_key_holder(
+                                        i + HASH_MAP_PREFETCH_DIST, _agg_arena_pool));
+                            } else
+                                agg_method.data.prefetch_by_hash(
+                                        _hash_values[i + HASH_MAP_PREFETCH_DIST]);
+                        }
 
-                            return state.emplace_key(agg_method.data, _hash_values[i], i,
-                                                     _agg_arena_pool);
+                        if constexpr (ColumnsHashing::IsSingleNullableColumnMethod<
+                                              AggState>::value) {
+                            mapped = state.lazy_emplace_key(agg_method.data, _hash_values[i], i,
+                                                            _agg_arena_pool, creator,
+                                                            creator_for_null_key);
                         } else {
-                            return state.emplace_key(agg_method.data, i, _agg_arena_pool);
+                            mapped = state.lazy_emplace_key(agg_method.data, _hash_values[i], i,
+                                                            _agg_arena_pool, creator);
                         }
-                    }();
-
-                    /// If a new key is inserted, initialize the states of the aggregate functions, and possibly something related to the key.
-                    if (emplace_result.is_inserted()) {
-                        /// exception-safety - if you can not allocate memory or create states, then destructors will not be called.
-                        emplace_result.set_mapped(nullptr);
-
-                        aggregate_data = _agg_arena_pool.aligned_alloc(
-                                _total_size_of_aggregate_states, _align_aggregate_states);
-                        _create_agg_status(aggregate_data);
-
-                        emplace_result.set_mapped(aggregate_data);
-                    } else
-                        aggregate_data = emplace_result.get_mapped();
+                    } else {
+                        if constexpr (ColumnsHashing::IsSingleNullableColumnMethod<
+                                              AggState>::value) {
+                            mapped = state.lazy_emplace_key(agg_method.data, i, _agg_arena_pool,
+                                                            creator, creator_for_null_key);
+                        } else {
+                            mapped = state.lazy_emplace_key(agg_method.data, i, _agg_arena_pool,
+                                                            creator);
+                        }
+                    }
 
-                    places[i] = aggregate_data;
+                    places[i] = mapped;
                     assert(places[i] != nullptr);
                 }
             },
@@ -1051,24 +1090,33 @@ Status AggregationNode::_get_with_serialized_key_result(RuntimeState* state, Blo
     std::visit(
             [&](auto&& agg_method) -> void {
                 auto& data = agg_method.data;
-                auto& iter = agg_method.iterator;
                 agg_method.init_once();
                 const auto size = std::min(data.size(), size_t(state->batch_size()));
-                using KeyType = std::decay_t<decltype(iter->get_first())>;
+                using KeyType = std::decay_t<decltype(agg_method.iterator->get_first())>;
                 std::vector<KeyType> keys(size);
                 if (_values.size() < size) {
                     _values.resize(size);
                 }
 
                 size_t num_rows = 0;
-                while (iter != data.end() && num_rows < state->batch_size()) {
-                    keys[num_rows] = iter->get_first();
-                    _values[num_rows] = iter->get_second();
-                    ++iter;
-                    ++num_rows;
+                _aggregate_data_container->init_once();
+                auto& iter = _aggregate_data_container->iterator;
+
+                {
+                    SCOPED_TIMER(_hash_table_iterate_timer);
+                    while (iter != _aggregate_data_container->end() &&
+                           num_rows < state->batch_size()) {
+                        keys[num_rows] = iter.get_key<KeyType>();
+                        _values[num_rows] = iter.get_aggregate_data();
+                        ++iter;
+                        ++num_rows;
+                    }
                 }
 
-                agg_method.insert_keys_into_columns(keys, key_columns, num_rows, _probe_key_sz);
+                {
+                    SCOPED_TIMER(_insert_keys_to_column_timer);
+                    agg_method.insert_keys_into_columns(keys, key_columns, num_rows, _probe_key_sz);
+                }
 
                 for (size_t i = 0; i < _aggregate_evaluators.size(); ++i) {
                     _aggregate_evaluators[i]->insert_result_info_vec(
@@ -1076,7 +1124,7 @@ Status AggregationNode::_get_with_serialized_key_result(RuntimeState* state, Blo
                             num_rows);
                 }
 
-                if (iter == data.end()) {
+                if (iter == _aggregate_data_container->end()) {
                     if (agg_method.data.has_null_key_data()) {
                         // only one key of group by support wrap null key
                         // here need additional processing logic on the null key / value
@@ -1137,27 +1185,37 @@ Status AggregationNode::_serialize_with_serialized_key_result(RuntimeState* stat
             [&](auto&& agg_method) -> void {
                 agg_method.init_once();
                 auto& data = agg_method.data;
-                auto& iter = agg_method.iterator;
-
                 const auto size = std::min(data.size(), size_t(state->batch_size()));
-                using KeyType = std::decay_t<decltype(iter->get_first())>;
+                using KeyType = std::decay_t<decltype(agg_method.iterator->get_first())>;
                 std::vector<KeyType> keys(size);
                 if (_values.size() < size + 1) {
                     _values.resize(size + 1);
                 }
 
                 size_t num_rows = 0;
-                while (iter != data.end() && num_rows < state->batch_size()) {
-                    keys[num_rows] = iter->get_first();
-                    _values[num_rows] = iter->get_second();
-                    ++iter;
-                    ++num_rows;
+                _aggregate_data_container->init_once();
+                auto& iter = _aggregate_data_container->iterator;
+
+                {
+                    SCOPED_TIMER(_hash_table_iterate_timer);
+                    while (iter != _aggregate_data_container->end() &&
+                           num_rows < state->batch_size()) {
+                        keys[num_rows] = iter.get_key<KeyType>();
+                        _values[num_rows] = iter.get_aggregate_data();
+                        ++iter;
+                        ++num_rows;
+                    }
                 }
 
-                agg_method.insert_keys_into_columns(keys, key_columns, num_rows, _probe_key_sz);
+                {
+                    SCOPED_TIMER(_insert_keys_to_column_timer);
+                    agg_method.insert_keys_into_columns(keys, key_columns, num_rows, _probe_key_sz);
+                }
 
-                if (iter == data.end()) {
+                if (iter == _aggregate_data_container->end()) {
                     if (agg_method.data.has_null_key_data()) {
+                        // only one key of group by support wrap null key
+                        // here need additional processing logic on the null key / value
                         DCHECK(key_columns.size() == 1);
                         DCHECK(key_columns[0]->is_nullable());
                         if (agg_method.data.has_null_key_data()) {
diff --git a/be/src/vec/exec/vaggregation_node.h b/be/src/vec/exec/vaggregation_node.h
index d05e6b06efdfec..7b41b570c39f45 100644
--- a/be/src/vec/exec/vaggregation_node.h
+++ b/be/src/vec/exec/vaggregation_node.h
@@ -616,6 +616,125 @@ struct AggregatedDataVariants {
 
 using AggregatedDataVariantsPtr = std::shared_ptr<AggregatedDataVariants>;
 
+struct AggregateDataContainer {
+public:
+    AggregateDataContainer(size_t size_of_key, size_t size_of_aggregate_states)
+            : _size_of_key(size_of_key), _size_of_aggregate_states(size_of_aggregate_states) {
+        _expand();
+    }
+
+    template <typename KeyType>
+    AggregateDataPtr append_data(const KeyType& key) {
+        assert(sizeof(KeyType) == _size_of_key);
+        if (UNLIKELY(_index_in_sub_container == SUB_CONTAINER_CAPACITY)) {
+            _expand();
+        }
+
+        *reinterpret_cast<KeyType*>(_current_keys) = key;
+        auto aggregate_data = _current_agg_data;
+        ++_total_count;
+        ++_index_in_sub_container;
+        _current_agg_data += _size_of_aggregate_states;
+        _current_keys += _size_of_key;
+        return aggregate_data;
+    }
+
+    template <typename Derived, bool IsConst>
+    class IteratorBase {
+        using Container =
+                std::conditional_t<IsConst, const AggregateDataContainer, AggregateDataContainer>;
+
+        Container* container;
+        uint32_t index;
+        uint32_t sub_container_index;
+        uint32_t index_in_sub_container;
+
+        friend class HashTable;
+
+    public:
+        IteratorBase() {}
+        IteratorBase(Container* container_, uint32_t index_)
+                : container(container_), index(index_) {
+            sub_container_index = index / SUB_CONTAINER_CAPACITY;
+            index_in_sub_container = index % SUB_CONTAINER_CAPACITY;
+        }
+
+        bool operator==(const IteratorBase& rhs) const { return index == rhs.index; }
+        bool operator!=(const IteratorBase& rhs) const { return index != rhs.index; }
+
+        Derived& operator++() {
+            index++;
+            sub_container_index = index / SUB_CONTAINER_CAPACITY;
+            index_in_sub_container = index % SUB_CONTAINER_CAPACITY;
+            return static_cast<Derived&>(*this);
+        }
+
+        template <typename KeyType>
+        KeyType get_key() {
+            assert(sizeof(KeyType) == container->_size_of_key);
+            return ((KeyType*)(container->_key_containers[sub_container_index]))
+                    [index_in_sub_container];
+        }
+
+        AggregateDataPtr get_aggregate_data() {
+            return &(container->_value_containers[sub_container_index]
+                                                 [container->_size_of_aggregate_states *
+                                                  index_in_sub_container]);
+        }
+    };
+
+    class Iterator : public IteratorBase<Iterator, false> {
+    public:
+        using IteratorBase<Iterator, false>::IteratorBase;
+    };
+
+    class ConstIterator : public IteratorBase<ConstIterator, true> {
+    public:
+        using IteratorBase<ConstIterator, true>::IteratorBase;
+    };
+
+    ConstIterator begin() const { return ConstIterator(this, 0); }
+
+    ConstIterator cbegin() const { return begin(); }
+
+    Iterator begin() { return Iterator(this, 0); }
+
+    ConstIterator end() const { return ConstIterator(this, _total_count); }
+    ConstIterator cend() const { return end(); }
+    Iterator end() { return Iterator(this, _total_count); }
+
+    void init_once() {
+        if (_inited) return;
+        _inited = true;
+        iterator = begin();
+    }
+    Iterator iterator;
+
+private:
+    void _expand() {
+        _index_in_sub_container = 0;
+        _current_keys = _arena_pool.alloc(_size_of_key * SUB_CONTAINER_CAPACITY);
+        _key_containers.emplace_back(_current_keys);
+
+        _current_agg_data = (AggregateDataPtr)_arena_pool.alloc(_size_of_aggregate_states *
+                                                                SUB_CONTAINER_CAPACITY);
+        _value_containers.emplace_back(_current_agg_data);
+    }
+
+private:
+    static constexpr uint32_t SUB_CONTAINER_CAPACITY = 8192;
+    Arena _arena_pool;
+    std::vector<char*> _key_containers;
+    std::vector<AggregateDataPtr> _value_containers;
+    AggregateDataPtr _current_agg_data;
+    char* _current_keys;
+    size_t _size_of_key {};
+    size_t _size_of_aggregate_states {};
+    uint32_t _index_in_sub_container {};
+    uint32_t _total_count {};
+    bool _inited = false;
+};
+
 // not support spill
 class AggregationNode : public ::doris::ExecNode {
 public:
@@ -675,6 +794,8 @@ class AggregationNode : public ::doris::ExecNode {
     RuntimeProfile::Counter* _serialize_result_timer;
     RuntimeProfile::Counter* _deserialize_data_timer;
     RuntimeProfile::Counter* _hash_table_compute_timer;
+    RuntimeProfile::Counter* _hash_table_iterate_timer;
+    RuntimeProfile::Counter* _insert_keys_to_column_timer;
     RuntimeProfile::Counter* _streaming_agg_timer;
     RuntimeProfile::Counter* _hash_table_size_counter;
     RuntimeProfile::Counter* _hash_table_input_counter;
@@ -690,6 +811,7 @@ class AggregationNode : public ::doris::ExecNode {
     std::vector<char> _deserialize_buffer;
     std::vector<size_t> _hash_values;
     std::vector<AggregateDataPtr> _values;
+    std::unique_ptr<AggregateDataContainer> _aggregate_data_container;
 
 private:
     /// Return true if we should keep expanding hash tables in the preagg. If false,