diff --git a/be/src/runtime/runtime_state.h b/be/src/runtime/runtime_state.h
index 8004373a08..b6f02c2d2c 100644
--- a/be/src/runtime/runtime_state.h
+++ b/be/src/runtime/runtime_state.h
@@ -342,6 +342,13 @@ public:
         return _query_options.partitioned_hash_join_rows_threshold;
     }
 
+    int partitioned_hash_agg_rows_threshold() const {
+        if (!_query_options.__isset.partitioned_hash_agg_rows_threshold) {
+            return 0;
+        }
+        return _query_options.partitioned_hash_agg_rows_threshold;
+    }
+
     const std::vector<TTabletCommitInfo>& tablet_commit_infos() const {
         return _tablet_commit_infos;
     }
diff --git a/be/src/vec/common/columns_hashing.h b/be/src/vec/common/columns_hashing.h
index dfecead77e..64888a7beb 100644
--- a/be/src/vec/common/columns_hashing.h
+++ b/be/src/vec/common/columns_hashing.h
@@ -64,6 +64,7 @@ struct HashMethodOneNumber : public columns_hashing_impl::HashMethodBase<
 
     /// Find key into HashTable or HashMap. If Data is HashMap and key was found, returns ptr to value, otherwise nullptr.
     using Base::find_key; /// (Data & data, size_t row, Arena & pool) -> FindResult
+    using Base::find_key_with_hash;
 
     /// Get hash value of row.
     using Base::get_hash; /// (const Data & data, size_t row, Arena & pool) -> size_t
diff --git a/be/src/vec/common/columns_hashing_impl.h b/be/src/vec/common/columns_hashing_impl.h
index 19aac5d3b5..5b85d2732c 100644
--- a/be/src/vec/common/columns_hashing_impl.h
+++ b/be/src/vec/common/columns_hashing_impl.h
@@ -163,7 +163,8 @@ public:
     }
 
     template <typename Data>
-    ALWAYS_INLINE FindResult find_key(Data& data, size_t hash_value, size_t row, Arena& pool) {
+    ALWAYS_INLINE FindResult find_key_with_hash(Data& data, size_t hash_value, size_t row,
+                                                Arena& pool) {
         auto key_holder = static_cast<Derived&>(*this).get_key_holder(row, pool);
         return find_key_impl(key_holder_get_key(key_holder), hash_value, data);
     }
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 0302b72f3c..5c081f80b9 100644
--- a/be/src/vec/common/hash_table/hash_table_utils.h
+++ b/be/src/vec/common/hash_table/hash_table_utils.h
@@ -18,9 +18,11 @@
 // https://github.com/ClickHouse/ClickHouse/blob/master/src/Common/HashTable/HashTable.h
 // and modified by Doris
 
+#pragma once
+
 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;
+    static constexpr bool is_partitioned_table = false;
 };
diff --git a/be/src/vec/common/hash_table/partitioned_hash_map.h b/be/src/vec/common/hash_table/partitioned_hash_map.h
index b78d9a56ed..a56e01f29b 100644
--- a/be/src/vec/common/hash_table/partitioned_hash_map.h
+++ b/be/src/vec/common/hash_table/partitioned_hash_map.h
@@ -21,6 +21,7 @@
 
 #include "vec/common/hash_table/hash_map.h"
 #include "vec/common/hash_table/partitioned_hash_table.h"
+#include "vec/common/hash_table/ph_hash_map.h"
 
 template <typename ImplTable>
 class PartitionedHashMapTable : public PartitionedHashTable<ImplTable> {
@@ -46,8 +47,46 @@ public:
 
         return *lookup_result_get_mapped(it);
     }
+
+    template <typename Func>
+    void for_each_mapped(Func&& func) {
+        for (auto& v : *this) {
+            func(v.get_second());
+        }
+    }
 };
 
 template <typename Key, typename Mapped, typename Hash = DefaultHash<Key>>
 using PartitionedHashMap =
         PartitionedHashMapTable<HashMap<Key, Mapped, Hash, PartitionedHashTableGrower<>>>;
+
+template <typename Key, typename Mapped, typename Hash = DefaultHash<Key>>
+using PHPartitionedHashMap = PartitionedHashMapTable<PHHashMap<Key, Mapped, Hash, true>>;
+
+template <typename Key, typename Mapped, typename Hash>
+struct HashTableTraits<PartitionedHashMap<Key, Mapped, Hash>> {
+    static constexpr bool is_phmap = false;
+    static constexpr bool is_string_hash_table = false;
+    static constexpr bool is_partitioned_table = true;
+};
+
+template <template <typename> class Derived, typename Key, typename Mapped, typename Hash>
+struct HashTableTraits<Derived<PartitionedHashMap<Key, Mapped, Hash>>> {
+    static constexpr bool is_phmap = false;
+    static constexpr bool is_string_hash_table = false;
+    static constexpr bool is_partitioned_table = true;
+};
+
+template <typename Key, typename Mapped, typename Hash>
+struct HashTableTraits<PHPartitionedHashMap<Key, Mapped, Hash>> {
+    static constexpr bool is_phmap = true;
+    static constexpr bool is_string_hash_table = false;
+    static constexpr bool is_partitioned_table = true;
+};
+
+template <template <typename> class Derived, typename Key, typename Mapped, typename Hash>
+struct HashTableTraits<Derived<PHPartitionedHashMap<Key, Mapped, Hash>>> {
+    static constexpr bool is_phmap = true;
+    static constexpr bool is_string_hash_table = false;
+    static constexpr bool is_partitioned_table = true;
+};
diff --git a/be/src/vec/common/hash_table/partitioned_hash_table.h b/be/src/vec/common/hash_table/partitioned_hash_table.h
index 1bf128803b..c7cdbf684d 100644
--- a/be/src/vec/common/hash_table/partitioned_hash_table.h
+++ b/be/src/vec/common/hash_table/partitioned_hash_table.h
@@ -20,6 +20,7 @@
 #pragma once
 
 #include "vec/common/hash_table/hash_table.h"
+#include "vec/common/hash_table/hash_table_utils.h"
 
 /** Partitioned hash table.
   * Represents 16 (or 1ULL << BITS_FOR_SUB_TABLE) small hash tables (sub table count of the first level).
@@ -83,7 +84,7 @@ public:
         return *this;
     }
 
-    size_t hash(const Key& x) const { return Impl::Hash::operator()(x); }
+    size_t hash(const Key& x) const { return level0_sub_table.hash(x); }
 
     float get_factor() const { return MAX_SUB_TABLE_OCCUPANCY_FRACTION; }
 
@@ -205,6 +206,9 @@ public:
         }
     }
 
+    bool has_null_key_data() const { return false; }
+    char* get_null_key_data() { return nullptr; }
+
 protected:
     typename Impl::iterator begin_of_next_non_empty_sub_table_idx(size_t& sub_table_idx) {
         while (sub_table_idx != NUM_LEVEL1_SUB_TABLES && level1_sub_tables[sub_table_idx].empty())
@@ -263,11 +267,11 @@ public:
             return *this;
         }
 
-        auto& operator*() const { return *current_it; }
-        auto* operator->() const { return current_it.get_ptr(); }
+        auto& operator*() { return *current_it; }
+        auto* operator->() { return current_it.get_ptr(); }
 
-        auto* get_ptr() const { return current_it.get_ptr(); }
-        size_t get_hash() const { return current_it.get_hash(); }
+        auto* get_ptr() { return current_it.get_ptr(); }
+        size_t get_hash() { return current_it.get_hash(); }
     };
 
     class const_iterator /// NOLINT
@@ -398,6 +402,17 @@ public:
         }
     }
 
+    void ALWAYS_INLINE prefetch_by_hash(size_t hash_value) {
+        if constexpr (HashTableTraits<Impl>::is_phmap) {
+            if (_is_partitioned) {
+                const auto sub_table_idx = get_sub_table_from_hash(hash_value);
+                level1_sub_tables[sub_table_idx].prefetch_by_hash(hash_value);
+            } else {
+                level0_sub_table.prefetch_by_hash(hash_value);
+            }
+        }
+    }
+
     template <bool READ, typename KeyHolder>
     void ALWAYS_INLINE prefetch(KeyHolder& key_holder) {
         if (_is_partitioned) {
@@ -457,6 +472,32 @@ public:
         emplace(key_holder, it, inserted, hash_value);
     }
 
+    template <typename KeyHolder, typename Func>
+    void ALWAYS_INLINE lazy_emplace(KeyHolder&& key_holder, LookupResult& it, Func&& f) {
+        size_t hash_value = hash(key_holder_get_key(key_holder));
+        lazy_emplace(key_holder, it, hash_value, 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) {
+        if (_is_partitioned) {
+            size_t sub_table_idx = get_sub_table_from_hash(hash_value);
+            level1_sub_tables[sub_table_idx].lazy_emplace(key_holder, it, hash_value,
+                                                          std::forward<Func>(f));
+        } else {
+            level0_sub_table.lazy_emplace(key_holder, it, hash_value, std::forward<Func>(f));
+            if (UNLIKELY(level0_sub_table.need_partition())) {
+                convert_to_partitioned();
+
+                // The hash table was converted to partitioned, so we have to re-find the key.
+                size_t sub_table_id = get_sub_table_from_hash(hash_value);
+                it = level1_sub_tables[sub_table_id].find(key_holder_get_key(key_holder),
+                                                          hash_value);
+            }
+        }
+    }
+
     LookupResult ALWAYS_INLINE find(Key x, size_t hash_value) {
         if (_is_partitioned) {
             size_t sub_table_idx = get_sub_table_from_hash(hash_value);
@@ -506,6 +547,10 @@ public:
         }
     }
 
+    bool add_elem_size_overflow(size_t row) const {
+        return !_is_partitioned && level0_sub_table.add_elem_size_overflow(row);
+    }
+
 private:
     void convert_to_partitioned() {
         SCOPED_RAW_TIMER(&_convert_timer_ns);
@@ -517,17 +562,26 @@ private:
 
         auto it = level0_sub_table.begin();
 
-        /// It is assumed that the zero key (stored separately) is first in iteration order.
-        if (it != level0_sub_table.end() && it.get_ptr()->is_zero(level0_sub_table)) {
-            insert(it->get_value());
-            ++it;
-        }
+        if constexpr (HashTableTraits<Impl>::is_phmap) {
+            for (; it != level0_sub_table.end(); ++it) {
+                size_t hash_value = level0_sub_table.hash(it.get_first());
+                size_t sub_table_idx = get_sub_table_from_hash(hash_value);
+                level1_sub_tables[sub_table_idx].insert(it.get_first(), hash_value,
+                                                        it.get_second());
+            }
+        } else {
+            /// It is assumed that the zero key (stored separately) is first in iteration order.
+            if (it != level0_sub_table.end() && it.get_ptr()->is_zero(level0_sub_table)) {
+                insert(it->get_value());
+                ++it;
+            }
 
-        for (; it != level0_sub_table.end(); ++it) {
-            const auto* cell = it.get_ptr();
-            size_t hash_value = cell->get_hash(level0_sub_table);
-            size_t sub_table_idx = get_sub_table_from_hash(hash_value);
-            level1_sub_tables[sub_table_idx].insert_unique_non_zero(cell, hash_value);
+            for (; it != level0_sub_table.end(); ++it) {
+                const auto* cell = it.get_ptr();
+                size_t hash_value = cell->get_hash(level0_sub_table);
+                size_t sub_table_idx = get_sub_table_from_hash(hash_value);
+                level1_sub_tables[sub_table_idx].insert_unique_non_zero(cell, hash_value);
+            }
         }
 
         _is_partitioned = true;
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 66596bb333..2a847eda75 100644
--- a/be/src/vec/common/hash_table/ph_hash_map.h
+++ b/be/src/vec/common/hash_table/ph_hash_map.h
@@ -19,6 +19,8 @@
 
 #include <parallel_hashmap/phmap.h>
 
+#include <boost/noncopyable.hpp>
+
 #include "vec/common/hash_table/hash.h"
 #include "vec/common/hash_table/hash_table_utils.h"
 
@@ -27,24 +29,40 @@ ALWAYS_INLINE inline auto lookup_result_get_mapped(std::pair<const Key, Mapped>*
     return &(it->second);
 }
 
-template <typename Key, typename Mapped, typename Hash = DefaultHash<Key>,
-          bool use_parallel = false>
+template <typename Key, typename Mapped, typename HashMethod = DefaultHash<Key>,
+          bool PartitionedHashTable = false>
 class PHHashMap : private boost::noncopyable {
 public:
     using Self = PHHashMap;
-    using HashMapImpl =
-            std::conditional_t<use_parallel, phmap::parallel_flat_hash_map<Key, Mapped, Hash>,
-                               phmap::flat_hash_map<Key, Mapped, Hash>>;
+    using Hash = HashMethod;
+    using cell_type = std::pair<const Key, Mapped>;
+    using HashMapImpl = phmap::flat_hash_map<Key, Mapped, Hash>;
 
     using key_type = Key;
     using mapped_type = Mapped;
     using value_type = std::pair<const Key, Mapped>;
 
     using LookupResult = std::pair<const Key, Mapped>*;
+    using ConstLookupResult = const std::pair<const Key, Mapped>*;
 
     using const_iterator_impl = typename HashMapImpl::const_iterator;
     using iterator_impl = typename HashMapImpl::iterator;
 
+    PHHashMap() = default;
+
+    PHHashMap(size_t reserve_for_num_elements) { _hash_map.reserve(reserve_for_num_elements); }
+
+    PHHashMap(PHHashMap&& other) { *this = std::move(other); }
+
+    PHHashMap& operator=(PHHashMap&& rhs) {
+        _hash_map.clear();
+        _hash_map = std::move(rhs._hash_map);
+        std::swap(_need_partition, rhs._need_partition);
+        std::swap(_partitioned_threshold, rhs._partitioned_threshold);
+
+        return *this;
+    }
+
     template <typename Derived, bool is_const>
     class iterator_base {
         using BaseIterator = std::conditional_t<is_const, const_iterator_impl, iterator_impl>;
@@ -80,7 +98,7 @@ public:
 
         auto& get_second() { return base_iterator->second; }
 
-        auto get_ptr() const { return *base_iterator; }
+        auto get_ptr() const { return this; }
         size_t get_hash() const { return base_iterator->get_hash(); }
 
         size_t get_collision_chain_length() const { return 0; }
@@ -110,22 +128,28 @@ public:
     void ALWAYS_INLINE emplace(KeyHolder&& key_holder, LookupResult& it, bool& inserted) {
         const auto& key = key_holder_get_key(key_holder);
         inserted = false;
-        auto it_ = _hash_map.lazy_emplace(key, [&](const auto& ctor) {
+        it = &*_hash_map.lazy_emplace(key, [&](const auto& ctor) {
             inserted = true;
             key_holder_persist_key(key_holder);
             ctor(key_holder_get_key(key_holder), nullptr);
         });
-        it = &*it_;
+
+        if constexpr (PartitionedHashTable) {
+            _check_if_need_partition();
+        }
     }
 
     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) {
+        it = &*_hash_map.lazy_emplace(key, [&](const auto& ctor) {
             key_holder_persist_key(key_holder);
             f(ctor, key);
         });
-        it = &*it_;
+
+        if constexpr (PartitionedHashTable) {
+            _check_if_need_partition();
+        }
     }
 
     template <typename KeyHolder>
@@ -133,20 +157,14 @@ public:
                                bool& inserted) {
         const auto& key = key_holder_get_key(key_holder);
         inserted = false;
-        if constexpr (use_parallel) {
-            auto it_ = _hash_map.lazy_emplace_with_hash(hash_value, key, [&](const auto& ctor) {
-                inserted = true;
-                key_holder_persist_key(key_holder);
-                ctor(key, nullptr);
-            });
-            it = &*it_;
-        } else {
-            auto it_ = _hash_map.lazy_emplace_with_hash(key, hash_value, [&](const auto& ctor) {
-                inserted = true;
-                key_holder_persist_key(key_holder);
-                ctor(key, nullptr);
-            });
-            it = &*it_;
+        it = &*_hash_map.lazy_emplace_with_hash(key, hash_value, [&](const auto& ctor) {
+            inserted = true;
+            key_holder_persist_key(key_holder);
+            ctor(key, nullptr);
+        });
+
+        if constexpr (PartitionedHashTable) {
+            _check_if_need_partition();
         }
     }
 
@@ -154,21 +172,23 @@ public:
     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_;
+
+        it = &*_hash_map.lazy_emplace_with_hash(key, hash_value, [&](const auto& ctor) {
+            key_holder_persist_key(key_holder);
+            f(ctor, key);
+        });
+
+        if constexpr (PartitionedHashTable) {
+            _check_if_need_partition();
         }
     }
 
+    void ALWAYS_INLINE insert(const Key& key, size_t hash_value, const Mapped& value) {
+        auto it = &*_hash_map.lazy_emplace_with_hash(key, hash_value,
+                                                     [&](const auto& ctor) { ctor(key, value); });
+        it->second = value;
+    }
+
     template <typename KeyHolder>
     LookupResult ALWAYS_INLINE find(KeyHolder&& key_holder) {
         const auto& key = key_holder_get_key(key_holder);
@@ -185,9 +205,7 @@ public:
 
     size_t hash(const Key& x) const { return _hash_map.hash(x); }
 
-    void ALWAYS_INLINE prefetch_by_hash(size_t hash_value) {
-        if constexpr (!use_parallel) _hash_map.prefetch_hash(hash_value);
-    }
+    void ALWAYS_INLINE prefetch_by_hash(size_t hash_value) { _hash_map.prefetch_hash(hash_value); }
 
     void ALWAYS_INLINE prefetch_by_key(Key key) { _hash_map.prefetch(key); }
 
@@ -208,6 +226,8 @@ public:
         return capacity * sizeof(typename HashMapImpl::slot_type);
     }
 
+    size_t get_buffer_size_in_cells() const { return _hash_map.capacity(); }
+
     bool add_elem_size_overflow(size_t row) const {
         const auto capacity = _hash_map.capacity();
         // phmap use 7/8th as maximum load factor.
@@ -219,12 +239,43 @@ public:
     char* get_null_key_data() { return nullptr; }
     bool has_null_key_data() const { return false; }
 
+    bool need_partition() { return _need_partition; }
+
+    void set_partitioned_threshold(int threshold) { _partitioned_threshold = threshold; }
+
+    bool check_if_need_partition(size_t bucket_count) {
+        if constexpr (PartitionedHashTable) {
+            return _partitioned_threshold > 0 && bucket_count >= _partitioned_threshold;
+        } else {
+            return false;
+        }
+    }
+
+    bool empty() const { return _hash_map.empty(); }
+
+    void clear_and_shrink() { _hash_map.clear(); }
+
+private:
+    void _check_if_need_partition() {
+        if (UNLIKELY(check_if_need_partition(_hash_map.size() + 1))) {
+            _need_partition = add_elem_size_overflow(1);
+        }
+    }
+
     HashMapImpl _hash_map;
+    // the bucket count threshold above which it's converted to partioned hash table
+    // > 0: enable convert dynamically
+    // 0: convert is disabled
+    int _partitioned_threshold = 0;
+    // if need resize and bucket count after resize will be >= _partitioned_threshold,
+    // this flag is set to true, and resize does not actually happen,
+    // PartitionedHashTable will convert this hash table to partitioned hash table
+    bool _need_partition;
 };
 
-template <typename Key, typename Mapped, typename Hash, bool use_parallel>
-struct HashTableTraits<PHHashMap<Key, Mapped, Hash, use_parallel>> {
+template <typename Key, typename Mapped, typename Hash, bool PartitionedHashTable>
+struct HashTableTraits<PHHashMap<Key, Mapped, Hash, PartitionedHashTable>> {
     static constexpr bool is_phmap = true;
-    static constexpr bool is_parallel_phmap = use_parallel;
     static constexpr bool is_string_hash_table = false;
+    static constexpr bool is_partitioned_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 99624cab42..b23c51b5c4 100644
--- a/be/src/vec/common/hash_table/string_hash_map.h
+++ b/be/src/vec/common/hash_table/string_hash_map.h
@@ -213,13 +213,13 @@ public:
 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;
+    static constexpr bool is_partitioned_table = false;
 };
 
 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;
+    static constexpr bool is_partitioned_table = false;
 };
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 00d76c4a24..05e640b8a2 100644
--- a/be/src/vec/common/hash_table/string_hash_table.h
+++ b/be/src/vec/common/hash_table/string_hash_table.h
@@ -24,6 +24,7 @@
 #include <variant>
 
 #include "vec/common/hash_table/hash.h"
+#include "vec/common/hash_table/hash_table_utils.h"
 
 using StringKey8 = doris::vectorized::UInt64;
 using StringKey16 = doris::vectorized::UInt128;
@@ -662,6 +663,6 @@ public:
 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;
+    static constexpr bool is_partitioned_table = false;
 };
diff --git a/be/src/vec/exec/vaggregation_node.cpp b/be/src/vec/exec/vaggregation_node.cpp
index 6b33cba1d3..c2b016d554 100644
--- a/be/src/vec/exec/vaggregation_node.cpp
+++ b/be/src/vec/exec/vaggregation_node.cpp
@@ -140,6 +140,9 @@ Status AggregationNode::init(const TPlanNode& tnode, RuntimeState* state) {
         _aggregate_evaluators.push_back(evaluator);
     }
 
+    _partitioned_hash_table_enabled = state->partitioned_hash_agg_rows_threshold() > 0;
+    _agg_data->set_enable_partitioned_hash_table(_partitioned_hash_table_enabled);
+
     const auto& agg_functions = tnode.agg_node.aggregate_functions;
     _is_merge = std::any_of(agg_functions.cbegin(), agg_functions.cend(),
                             [](const auto& e) { return e.nodes[0].agg_expr.is_merge_agg; });
@@ -296,6 +299,7 @@ Status AggregationNode::prepare_profile(RuntimeState* state) {
             memory_usage->AddHighWaterMarkCounter("SerializeKeyArena", TUnit::BYTES);
 
     _build_timer = ADD_TIMER(runtime_profile(), "BuildTime");
+    _build_table_convert_timer = ADD_TIMER(runtime_profile(), "BuildConvertToPartitionedTime");
     _serialize_key_timer = ADD_TIMER(runtime_profile(), "SerializeKeyTime");
     _exec_timer = ADD_TIMER(runtime_profile(), "ExecTime");
     _merge_timer = ADD_TIMER(runtime_profile(), "MergeTime");
@@ -317,6 +321,9 @@ Status AggregationNode::prepare_profile(RuntimeState* state) {
     DCHECK_EQ(_intermediate_tuple_desc->slots().size(), _output_tuple_desc->slots().size());
     RETURN_IF_ERROR(VExpr::prepare(_probe_expr_ctxs, state, child(0)->row_desc()));
 
+    runtime_profile()->add_info_string("PartitionedHashTableEnabled",
+                                       _partitioned_hash_table_enabled ? "true" : "false");
+
     _mem_pool = std::make_unique<MemPool>();
 
     int j = _probe_expr_ctxs.size();
@@ -407,6 +414,10 @@ Status AggregationNode::prepare_profile(RuntimeState* state) {
                             ((_total_size_of_aggregate_states + _align_aggregate_states - 1) /
                              _align_aggregate_states) *
                                     _align_aggregate_states));
+                    if constexpr (HashTableTraits<HashTableType>::is_partitioned_table) {
+                        agg_method.data.set_partitioned_threshold(
+                                state->partitioned_hash_agg_rows_threshold());
+                    }
                 },
                 _agg_data->_aggregated_method_variant);
         if (_is_merge) {
@@ -572,6 +583,11 @@ void AggregationNode::release_resource(RuntimeState* state) {
     if (_hash_table_size_counter) {
         std::visit(
                 [&](auto&& agg_method) {
+                    using HashTableType = std::decay_t<decltype(agg_method.data)>;
+                    if constexpr (HashTableTraits<HashTableType>::is_partitioned_table) {
+                        COUNTER_UPDATE(_build_table_convert_timer,
+                                       agg_method.data.get_convert_timer_value());
+                    }
                     COUNTER_SET(_hash_table_size_counter, int64_t(agg_method.data.size()));
                 },
                 _agg_data->_aggregated_method_variant);
@@ -893,18 +909,14 @@ void AggregationNode::_emplace_into_hash_table(AggregateDataPtr* places, ColumnR
                     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]);
+                            agg_method.data.prefetch_by_hash(
+                                    _hash_values[i + HASH_MAP_PREFETCH_DIST]);
                         }
 
                         if constexpr (ColumnsHashing::IsSingleNullableColumnMethod<
                                               AggState>::value) {
-                            mapped = state.lazy_emplace_key(agg_method.data, _hash_values[i], i,
-                                                            *_agg_arena_pool, creator,
+                            mapped = state.lazy_emplace_key(agg_method.data, i, *_agg_arena_pool,
+                                                            _hash_values[i], creator,
                                                             creator_for_null_key);
                         } else {
                             mapped = state.lazy_emplace_key(agg_method.data, _hash_values[i], i,
@@ -959,16 +971,12 @@ void AggregationNode::_find_in_hash_table(AggregateDataPtr* places, ColumnRawPtr
                     auto find_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]);
+                                agg_method.data.prefetch_by_hash(
+                                        _hash_values[i + HASH_MAP_PREFETCH_DIST]);
                             }
 
-                            return state.find_key(agg_method.data, _hash_values[i], i,
-                                                  *_agg_arena_pool);
+                            return state.find_key_with_hash(agg_method.data, _hash_values[i], i,
+                                                            *_agg_arena_pool);
                         } else {
                             return state.find_key(agg_method.data, i, *_agg_arena_pool);
                         }
diff --git a/be/src/vec/exec/vaggregation_node.h b/be/src/vec/exec/vaggregation_node.h
index 21b5338e98..2d36a4723f 100644
--- a/be/src/vec/exec/vaggregation_node.h
+++ b/be/src/vec/exec/vaggregation_node.h
@@ -25,6 +25,7 @@
 #include "vec/aggregate_functions/aggregate_function.h"
 #include "vec/common/columns_hashing.h"
 #include "vec/common/hash_table/fixed_hash_map.h"
+#include "vec/common/hash_table/partitioned_hash_map.h"
 #include "vec/common/hash_table/string_hash_map.h"
 #include "vec/exprs/vectorized_agg_fn.h"
 #include "vec/exprs/vslot_ref.h"
@@ -145,6 +146,8 @@ private:
 
 using AggregatedDataWithoutKey = AggregateDataPtr;
 using AggregatedDataWithStringKey = PHHashMap<StringRef, AggregateDataPtr, DefaultHash<StringRef>>;
+using PartitionedAggregatedDataWithStringKey =
+        PHPartitionedHashMap<StringRef, AggregateDataPtr, DefaultHash<StringRef>>;
 using AggregatedDataWithShortStringKey = StringHashMap<AggregateDataPtr>;
 
 template <typename TData>
@@ -404,6 +407,23 @@ using AggregatedDataWithUInt128KeyPhase2 =
 using AggregatedDataWithUInt256KeyPhase2 =
         PHHashMap<UInt256, AggregateDataPtr, HashMixWrapper<UInt256>>;
 
+using PartitionedAggregatedDataWithUInt32Key =
+        PHPartitionedHashMap<UInt32, AggregateDataPtr, HashCRC32<UInt32>>;
+using PartitionedAggregatedDataWithUInt64Key =
+        PHPartitionedHashMap<UInt64, AggregateDataPtr, HashCRC32<UInt64>>;
+using PartitionedAggregatedDataWithUInt128Key =
+        PHPartitionedHashMap<UInt128, AggregateDataPtr, HashCRC32<UInt128>>;
+using PartitionedAggregatedDataWithUInt256Key =
+        PHPartitionedHashMap<UInt256, AggregateDataPtr, HashCRC32<UInt256>>;
+using PartitionedAggregatedDataWithUInt32KeyPhase2 =
+        PHPartitionedHashMap<UInt32, AggregateDataPtr, HashMixWrapper<UInt32>>;
+using PartitionedAggregatedDataWithUInt64KeyPhase2 =
+        PHPartitionedHashMap<UInt64, AggregateDataPtr, HashMixWrapper<UInt64>>;
+using PartitionedAggregatedDataWithUInt128KeyPhase2 =
+        PHPartitionedHashMap<UInt128, AggregateDataPtr, HashMixWrapper<UInt128>>;
+using PartitionedAggregatedDataWithUInt256KeyPhase2 =
+        PHPartitionedHashMap<UInt256, AggregateDataPtr, HashMixWrapper<UInt256>>;
+
 using AggregatedDataWithNullableUInt8Key = AggregationDataWithNullKey<AggregatedDataWithUInt8Key>;
 using AggregatedDataWithNullableUInt16Key = AggregationDataWithNullKey<AggregatedDataWithUInt16Key>;
 using AggregatedDataWithNullableUInt32Key = AggregationDataWithNullKey<AggregatedDataWithUInt32Key>;
@@ -419,6 +439,19 @@ using AggregatedDataWithNullableUInt128Key =
 using AggregatedDataWithNullableUInt128KeyPhase2 =
         AggregationDataWithNullKey<AggregatedDataWithUInt128KeyPhase2>;
 
+using PartitionedAggregatedDataWithNullableUInt32Key =
+        AggregationDataWithNullKey<PartitionedAggregatedDataWithUInt32Key>;
+using PartitionedAggregatedDataWithNullableUInt64Key =
+        AggregationDataWithNullKey<PartitionedAggregatedDataWithUInt64Key>;
+using PartitionedAggregatedDataWithNullableUInt32KeyPhase2 =
+        AggregationDataWithNullKey<PartitionedAggregatedDataWithUInt32KeyPhase2>;
+using PartitionedAggregatedDataWithNullableUInt64KeyPhase2 =
+        AggregationDataWithNullKey<PartitionedAggregatedDataWithUInt64KeyPhase2>;
+using PartitionedAggregatedDataWithNullableUInt128Key =
+        AggregationDataWithNullKey<PartitionedAggregatedDataWithUInt128Key>;
+using PartitionedAggregatedDataWithNullableUInt128KeyPhase2 =
+        AggregationDataWithNullKey<PartitionedAggregatedDataWithUInt128KeyPhase2>;
+
 using AggregatedMethodVariants = std::variant<
         AggregationMethodSerialized<AggregatedDataWithStringKey>,
         AggregationMethodOneNumber<UInt8, AggregatedDataWithUInt8Key>,
@@ -459,7 +492,38 @@ using AggregatedMethodVariants = std::variant<
         AggregationMethodKeysFixed<AggregatedDataWithUInt128KeyPhase2, false>,
         AggregationMethodKeysFixed<AggregatedDataWithUInt128KeyPhase2, true>,
         AggregationMethodKeysFixed<AggregatedDataWithUInt256KeyPhase2, false>,
-        AggregationMethodKeysFixed<AggregatedDataWithUInt256KeyPhase2, true>>;
+        AggregationMethodKeysFixed<AggregatedDataWithUInt256KeyPhase2, true>,
+        AggregationMethodSerialized<PartitionedAggregatedDataWithStringKey>,
+        AggregationMethodOneNumber<UInt32, PartitionedAggregatedDataWithUInt32Key>,
+        AggregationMethodOneNumber<UInt64, PartitionedAggregatedDataWithUInt64Key>,
+        AggregationMethodOneNumber<UInt128, PartitionedAggregatedDataWithUInt128Key>,
+        AggregationMethodOneNumber<UInt32, PartitionedAggregatedDataWithUInt32KeyPhase2>,
+        AggregationMethodOneNumber<UInt64, PartitionedAggregatedDataWithUInt64KeyPhase2>,
+        AggregationMethodOneNumber<UInt128, PartitionedAggregatedDataWithUInt128KeyPhase2>,
+        AggregationMethodSingleNullableColumn<
+                AggregationMethodOneNumber<UInt32, PartitionedAggregatedDataWithNullableUInt32Key>>,
+        AggregationMethodSingleNullableColumn<
+                AggregationMethodOneNumber<UInt64, PartitionedAggregatedDataWithNullableUInt64Key>>,
+        AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                UInt32, PartitionedAggregatedDataWithNullableUInt32KeyPhase2>>,
+        AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                UInt64, PartitionedAggregatedDataWithNullableUInt64KeyPhase2>>,
+        AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                UInt128, PartitionedAggregatedDataWithNullableUInt128Key>>,
+        AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                UInt128, PartitionedAggregatedDataWithNullableUInt128KeyPhase2>>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt64Key, false>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt64Key, true>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt128Key, false>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt128Key, true>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt256Key, false>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt256Key, true>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt64KeyPhase2, false>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt64KeyPhase2, true>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt128KeyPhase2, false>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt128KeyPhase2, true>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt256KeyPhase2, false>,
+        AggregationMethodKeysFixed<PartitionedAggregatedDataWithUInt256KeyPhase2, true>>;
 
 struct AggregatedDataVariants {
     AggregatedDataVariants() = default;
@@ -467,6 +531,7 @@ struct AggregatedDataVariants {
     AggregatedDataVariants& operator=(const AggregatedDataVariants&) = delete;
     AggregatedDataWithoutKey without_key = nullptr;
     AggregatedMethodVariants _aggregated_method_variant;
+    bool _enable_partitioned_hash_table = false;
 
     // TODO: may we should support uint256 in the future
     enum class Type {
@@ -492,14 +557,23 @@ struct AggregatedDataVariants {
 
     Type _type = Type::EMPTY;
 
+    void set_enable_partitioned_hash_table(bool enabled) {
+        _enable_partitioned_hash_table = enabled;
+    }
+
     void init(Type type, bool is_nullable = false) {
         _type = type;
         switch (_type) {
         case Type::without_key:
             break;
         case Type::serialized:
-            _aggregated_method_variant
-                    .emplace<AggregationMethodSerialized<AggregatedDataWithStringKey>>();
+            if (_enable_partitioned_hash_table) {
+                _aggregated_method_variant.emplace<
+                        AggregationMethodSerialized<PartitionedAggregatedDataWithStringKey>>();
+            } else {
+                _aggregated_method_variant
+                        .emplace<AggregationMethodSerialized<AggregatedDataWithStringKey>>();
+            }
             break;
         case Type::int8_key:
             if (is_nullable) {
@@ -520,115 +594,246 @@ struct AggregatedDataVariants {
             }
             break;
         case Type::int32_key:
-            if (is_nullable) {
-                _aggregated_method_variant.emplace<AggregationMethodSingleNullableColumn<
-                        AggregationMethodOneNumber<UInt32, AggregatedDataWithNullableUInt32Key>>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt32, PartitionedAggregatedDataWithNullableUInt32Key>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt32, PartitionedAggregatedDataWithUInt32Key>>();
+                }
             } else {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodOneNumber<UInt32, AggregatedDataWithUInt32Key>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt32, AggregatedDataWithNullableUInt32Key>>>();
+                } else {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodOneNumber<UInt32, AggregatedDataWithUInt32Key>>();
+                }
             }
             break;
         case Type::int32_key_phase2:
-            if (is_nullable) {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
-                                UInt32, AggregatedDataWithNullableUInt32KeyPhase2>>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt32,
+                                    PartitionedAggregatedDataWithNullableUInt32KeyPhase2>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt32, PartitionedAggregatedDataWithUInt32KeyPhase2>>();
+                }
             } else {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodOneNumber<UInt32, AggregatedDataWithUInt32KeyPhase2>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt32, AggregatedDataWithNullableUInt32KeyPhase2>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt32, AggregatedDataWithUInt32KeyPhase2>>();
+                }
             }
             break;
         case Type::int64_key:
-            if (is_nullable) {
-                _aggregated_method_variant.emplace<AggregationMethodSingleNullableColumn<
-                        AggregationMethodOneNumber<UInt64, AggregatedDataWithNullableUInt64Key>>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt64, PartitionedAggregatedDataWithNullableUInt64Key>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt64, PartitionedAggregatedDataWithUInt64Key>>();
+                }
             } else {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodOneNumber<UInt64, AggregatedDataWithUInt64Key>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt64, AggregatedDataWithNullableUInt64Key>>>();
+                } else {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodOneNumber<UInt64, AggregatedDataWithUInt64Key>>();
+                }
             }
             break;
         case Type::int64_key_phase2:
-            if (is_nullable) {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
-                                UInt64, AggregatedDataWithNullableUInt64KeyPhase2>>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt64,
+                                    PartitionedAggregatedDataWithNullableUInt64KeyPhase2>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt64, PartitionedAggregatedDataWithUInt64KeyPhase2>>();
+                }
             } else {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodOneNumber<UInt64, AggregatedDataWithUInt64KeyPhase2>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt64, AggregatedDataWithNullableUInt64KeyPhase2>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt64, AggregatedDataWithUInt64KeyPhase2>>();
+                }
             }
             break;
         case Type::int128_key:
-            if (is_nullable) {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
-                                UInt128, AggregatedDataWithNullableUInt128Key>>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt128, PartitionedAggregatedDataWithNullableUInt128Key>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt128, PartitionedAggregatedDataWithUInt128Key>>();
+                }
             } else {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodOneNumber<UInt128, AggregatedDataWithUInt128Key>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt128, AggregatedDataWithNullableUInt128Key>>>();
+                } else {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodOneNumber<UInt128, AggregatedDataWithUInt128Key>>();
+                }
             }
             break;
         case Type::int128_key_phase2:
-            if (is_nullable) {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
-                                UInt128, AggregatedDataWithNullableUInt128KeyPhase2>>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt128,
+                                    PartitionedAggregatedDataWithNullableUInt128KeyPhase2>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt128, PartitionedAggregatedDataWithUInt128KeyPhase2>>();
+                }
             } else {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodOneNumber<UInt128, AggregatedDataWithUInt128KeyPhase2>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodSingleNullableColumn<AggregationMethodOneNumber<
+                                    UInt128, AggregatedDataWithNullableUInt128KeyPhase2>>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodOneNumber<
+                            UInt128, AggregatedDataWithUInt128KeyPhase2>>();
+                }
             }
             break;
         case Type::int64_keys:
-            if (is_nullable) {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodKeysFixed<AggregatedDataWithUInt64Key, true>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt64Key, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt64Key, false>>();
+                }
             } else {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodKeysFixed<AggregatedDataWithUInt64Key, false>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt64Key, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt64Key, false>>();
+                }
             }
             break;
         case Type::int64_keys_phase2:
-            if (is_nullable) {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodKeysFixed<AggregatedDataWithUInt64KeyPhase2, true>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt64KeyPhase2, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt64KeyPhase2, false>>();
+                }
             } else {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodKeysFixed<AggregatedDataWithUInt64KeyPhase2, false>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt64KeyPhase2, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt64KeyPhase2, false>>();
+                }
             }
             break;
         case Type::int128_keys:
-            if (is_nullable) {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodKeysFixed<AggregatedDataWithUInt128Key, true>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt128Key, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt128Key, false>>();
+                }
             } else {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodKeysFixed<AggregatedDataWithUInt128Key, false>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt128Key, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt128Key, false>>();
+                }
             }
             break;
         case Type::int128_keys_phase2:
-            if (is_nullable) {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodKeysFixed<AggregatedDataWithUInt128KeyPhase2, true>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt128KeyPhase2, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt128KeyPhase2, false>>();
+                }
             } else {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodKeysFixed<AggregatedDataWithUInt128KeyPhase2, false>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt128KeyPhase2, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            AggregatedDataWithUInt128KeyPhase2, false>>();
+                }
             }
             break;
         case Type::int256_keys:
-            if (is_nullable) {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodKeysFixed<AggregatedDataWithUInt256Key, true>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt256Key, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt256Key, false>>();
+                }
             } else {
-                _aggregated_method_variant
-                        .emplace<AggregationMethodKeysFixed<AggregatedDataWithUInt256Key, false>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt256Key, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt256Key, false>>();
+                }
             }
             break;
         case Type::int256_keys_phase2:
-            if (is_nullable) {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodKeysFixed<AggregatedDataWithUInt256KeyPhase2, true>>();
+            if (_enable_partitioned_hash_table) {
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt256KeyPhase2, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            PartitionedAggregatedDataWithUInt256KeyPhase2, false>>();
+                }
             } else {
-                _aggregated_method_variant.emplace<
-                        AggregationMethodKeysFixed<AggregatedDataWithUInt256KeyPhase2, false>>();
+                if (is_nullable) {
+                    _aggregated_method_variant.emplace<
+                            AggregationMethodKeysFixed<AggregatedDataWithUInt256KeyPhase2, true>>();
+                } else {
+                    _aggregated_method_variant.emplace<AggregationMethodKeysFixed<
+                            AggregatedDataWithUInt256KeyPhase2, false>>();
+                }
             }
             break;
         case Type::string_key:
@@ -688,7 +893,7 @@ public:
         friend class HashTable;
 
     public:
-        IteratorBase() {}
+        IteratorBase() = default;
         IteratorBase(Container* container_, uint32_t index_)
                 : container(container_), index(index_) {
             sub_container_index = index / SUB_CONTAINER_CAPACITY;
@@ -816,6 +1021,7 @@ private:
     bool _is_merge;
     bool _is_first_phase;
     bool _use_fixed_length_serialization_opt;
+    bool _partitioned_hash_table_enabled;
     std::unique_ptr<MemPool> _mem_pool;
 
     size_t _align_aggregate_states = 1;
@@ -829,6 +1035,7 @@ private:
     ArenaUPtr _agg_arena_pool;
 
     RuntimeProfile::Counter* _build_timer;
+    RuntimeProfile::Counter* _build_table_convert_timer;
     RuntimeProfile::Counter* _serialize_key_timer;
     RuntimeProfile::Counter* _exec_timer;
     RuntimeProfile::Counter* _merge_timer;
diff --git a/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java b/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java
index d1eca98bf6..a10e90eb5f 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/qe/SessionVariable.java
@@ -244,6 +244,7 @@ public class SessionVariable implements Serializable, Writable {
     public static final String INTERNAL_SESSION = "internal_session";
 
     public static final String PARTITIONED_HASH_JOIN_ROWS_THRESHOLD = "partitioned_hash_join_rows_threshold";
+    public static final String PARTITIONED_HASH_AGG_ROWS_THRESHOLD = "partitioned_hash_agg_rows_threshold";
 
     public static final String ENABLE_SHARE_HASH_TABLE_FOR_BROADCAST_JOIN
             = "enable_share_hash_table_for_broadcast_join";
@@ -647,6 +648,10 @@ public class SessionVariable implements Serializable, Writable {
     @VariableMgr.VarAttr(name = PARTITIONED_HASH_JOIN_ROWS_THRESHOLD)
     public int partitionedHashJoinRowsThreshold = 0;
 
+    // Use partitioned hash join if build side row count >= the threshold . 0 - the threshold is not set.
+    @VariableMgr.VarAttr(name = PARTITIONED_HASH_AGG_ROWS_THRESHOLD)
+    public int partitionedHashAggRowsThreshold = 0;
+
     @VariableMgr.VarAttr(name = ENABLE_SHARE_HASH_TABLE_FOR_BROADCAST_JOIN)
     public boolean enableShareHashTableForBroadcastJoin = true;
 
@@ -680,6 +685,7 @@ public class SessionVariable implements Serializable, Writable {
         // this.disableJoinReorder = random.nextBoolean();
         this.disableStreamPreaggregations = random.nextBoolean();
         this.partitionedHashJoinRowsThreshold = random.nextBoolean() ? 8 : 1048576;
+        this.partitionedHashAggRowsThreshold = random.nextBoolean() ? 8 : 1048576;
         this.enableShareHashTableForBroadcastJoin = random.nextBoolean();
         this.rewriteOrToInPredicateThreshold = random.nextInt(100) + 2;
         int randomInt = random.nextInt(4);
@@ -1415,6 +1421,7 @@ public class SessionVariable implements Serializable, Writable {
         tResult.setSkipDeletePredicate(skipDeletePredicate);
 
         tResult.setPartitionedHashJoinRowsThreshold(partitionedHashJoinRowsThreshold);
+        tResult.setPartitionedHashAggRowsThreshold(partitionedHashAggRowsThreshold);
 
         tResult.setRepeatMaxNum(repeatMaxNum);
 
diff --git a/gensrc/thrift/PaloInternalService.thrift b/gensrc/thrift/PaloInternalService.thrift
index 21ad3cae45..3d51035cf8 100644
--- a/gensrc/thrift/PaloInternalService.thrift
+++ b/gensrc/thrift/PaloInternalService.thrift
@@ -190,6 +190,8 @@ struct TQueryOptions {
   57: optional bool check_overflow_for_decimal = false
 
   58: optional i64 external_sort_bytes_threshold = 0
+
+  59: optional i32 partitioned_hash_agg_rows_threshold = 0
 }