diff --git a/be/src/vec/aggregate_functions/aggregate_function_simple_factory.cpp b/be/src/vec/aggregate_functions/aggregate_function_simple_factory.cpp
index 00597b212befd0..d95d0ce6ccb90d 100644
--- a/be/src/vec/aggregate_functions/aggregate_function_simple_factory.cpp
+++ b/be/src/vec/aggregate_functions/aggregate_function_simple_factory.cpp
@@ -40,6 +40,7 @@ void register_aggregate_function_count(AggregateFunctionSimpleFactory& factory);
 void register_aggregate_function_count_by_enum(AggregateFunctionSimpleFactory& factory);
 void register_aggregate_function_HLL_union_agg(AggregateFunctionSimpleFactory& factory);
 void register_aggregate_function_uniq(AggregateFunctionSimpleFactory& factory);
+void register_aggregate_function_uniq_distribute_key(AggregateFunctionSimpleFactory& factory);
 void register_aggregate_function_bit(AggregateFunctionSimpleFactory& factory);
 void register_aggregate_function_bitmap(AggregateFunctionSimpleFactory& factory);
 void register_aggregate_function_quantile_state(AggregateFunctionSimpleFactory& factory);
@@ -80,6 +81,7 @@ AggregateFunctionSimpleFactory& AggregateFunctionSimpleFactory::instance() {
         register_aggregate_function_count(instance);
         register_aggregate_function_count_by_enum(instance);
         register_aggregate_function_uniq(instance);
+        register_aggregate_function_uniq_distribute_key(instance);
         register_aggregate_function_bit(instance);
         register_aggregate_function_bitmap(instance);
         register_aggregate_function_group_array_intersect(instance);
diff --git a/be/src/vec/aggregate_functions/aggregate_function_uniq.h b/be/src/vec/aggregate_functions/aggregate_function_uniq.h
index 2e8855134ebd31..58abd3842c21b2 100644
--- a/be/src/vec/aggregate_functions/aggregate_function_uniq.h
+++ b/be/src/vec/aggregate_functions/aggregate_function_uniq.h
@@ -75,7 +75,7 @@ struct AggregateFunctionUniqExactData {
 
     Set set;
 
-    static String get_name() { return "uniqExact"; }
+    static String get_name() { return "multi_distinct"; }
 };
 
 namespace detail {
diff --git a/be/src/vec/aggregate_functions/aggregate_function_uniq_distribute_key.cpp b/be/src/vec/aggregate_functions/aggregate_function_uniq_distribute_key.cpp
new file mode 100644
index 00000000000000..3bf979483b527c
--- /dev/null
+++ b/be/src/vec/aggregate_functions/aggregate_function_uniq_distribute_key.cpp
@@ -0,0 +1,73 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+#include "vec/aggregate_functions/aggregate_function_uniq_distribute_key.h"
+
+#include <string>
+
+#include "vec/aggregate_functions/aggregate_function_simple_factory.h"
+#include "vec/aggregate_functions/factory_helpers.h"
+#include "vec/aggregate_functions/helpers.h"
+
+namespace doris::vectorized {
+
+template <template <typename> class Data>
+AggregateFunctionPtr create_aggregate_function_uniq(const std::string& name,
+                                                    const DataTypes& argument_types,
+                                                    const bool result_is_nullable) {
+    if (argument_types.size() == 1) {
+        const IDataType& argument_type = *remove_nullable(argument_types[0]);
+        WhichDataType which(argument_type);
+
+        AggregateFunctionPtr res(
+                creator_with_numeric_type::create<AggregateFunctionUniqDistributeKey, Data>(
+                        argument_types, result_is_nullable));
+        if (res) {
+            return res;
+        } else if (which.is_decimal32()) {
+            return creator_without_type::create<
+                    AggregateFunctionUniqDistributeKey<Decimal32, Data<Int32>>>(argument_types,
+                                                                                result_is_nullable);
+        } else if (which.is_decimal64()) {
+            return creator_without_type::create<
+                    AggregateFunctionUniqDistributeKey<Decimal64, Data<Int64>>>(argument_types,
+                                                                                result_is_nullable);
+        } else if (which.is_decimal128v3()) {
+            return creator_without_type::create<
+                    AggregateFunctionUniqDistributeKey<Decimal128V3, Data<Int128>>>(
+                    argument_types, result_is_nullable);
+        } else if (which.is_decimal128v2() || which.is_decimal128v3()) {
+            return creator_without_type::create<
+                    AggregateFunctionUniqDistributeKey<Decimal128V2, Data<Int128>>>(
+                    argument_types, result_is_nullable);
+        } else if (which.is_string_or_fixed_string()) {
+            return creator_without_type::create<
+                    AggregateFunctionUniqDistributeKey<String, Data<String>>>(argument_types,
+                                                                              result_is_nullable);
+        }
+    }
+
+    return nullptr;
+}
+
+void register_aggregate_function_uniq_distribute_key(AggregateFunctionSimpleFactory& factory) {
+    AggregateFunctionCreator creator =
+            create_aggregate_function_uniq<AggregateFunctionUniqDistributeKeyData>;
+    factory.register_function_both("multi_distinct_count_distribute_key", creator);
+}
+
+} // namespace doris::vectorized
diff --git a/be/src/vec/aggregate_functions/aggregate_function_uniq_distribute_key.h b/be/src/vec/aggregate_functions/aggregate_function_uniq_distribute_key.h
new file mode 100644
index 00000000000000..0fa66e3423041b
--- /dev/null
+++ b/be/src/vec/aggregate_functions/aggregate_function_uniq_distribute_key.h
@@ -0,0 +1,253 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+// This file is copied from
+// https://github.com/ClickHouse/ClickHouse/blob/master/src/AggregateFunctions/AggregateFunctionUniq.h
+// and modified by Doris
+
+#pragma once
+
+#include <stddef.h>
+
+#include <algorithm>
+#include <boost/iterator/iterator_facade.hpp>
+#include <memory>
+#include <vector>
+
+#include "vec/aggregate_functions/aggregate_function.h"
+#include "vec/aggregate_functions/aggregate_function_uniq.h"
+#include "vec/columns/column.h"
+#include "vec/columns/column_fixed_length_object.h"
+#include "vec/columns/column_nullable.h"
+#include "vec/columns/column_vector.h"
+#include "vec/columns/columns_number.h"
+#include "vec/common/assert_cast.h"
+#include "vec/core/types.h"
+#include "vec/data_types/data_type.h"
+#include "vec/data_types/data_type_fixed_length_object.h"
+#include "vec/data_types/data_type_number.h"
+#include "vec/io/var_int.h"
+
+namespace doris {
+namespace vectorized {
+class Arena;
+class BufferReadable;
+class BufferWritable;
+} // namespace vectorized
+} // namespace doris
+template <typename T>
+struct HashCRC32;
+namespace doris::vectorized {
+
+template <typename T>
+struct AggregateFunctionUniqDistributeKeyData {
+    static constexpr bool is_string_key = std::is_same_v<T, String>;
+    using Key = std::conditional_t<is_string_key, UInt128, T>;
+    using Hash = std::conditional_t<is_string_key, UInt128TrivialHash, HashCRC32<Key>>;
+
+    using Set = flat_hash_set<Key, Hash>;
+
+    // TODO: replace SipHash with xxhash to speed up
+    static UInt128 ALWAYS_INLINE get_key(const StringRef& value) {
+        auto hash_value = XXH_INLINE_XXH128(value.data, value.size, 0);
+        return UInt128 {hash_value.high64, hash_value.low64};
+    }
+
+    Set set;
+    UInt64 count = 0;
+};
+
+template <typename T, typename Data>
+class AggregateFunctionUniqDistributeKey final
+        : public IAggregateFunctionDataHelper<Data, AggregateFunctionUniqDistributeKey<T, Data>> {
+public:
+    using KeyType = std::conditional_t<std::is_same_v<T, String>, UInt128, T>;
+    AggregateFunctionUniqDistributeKey(const DataTypes& argument_types_)
+            : IAggregateFunctionDataHelper<Data, AggregateFunctionUniqDistributeKey<T, Data>>(
+                      argument_types_) {}
+
+    String get_name() const override { return "multi_distinct_distribute_key"; }
+
+    DataTypePtr get_return_type() const override { return std::make_shared<DataTypeInt64>(); }
+
+    void add(AggregateDataPtr __restrict place, const IColumn** columns, ssize_t row_num,
+             Arena*) const override {
+        detail::OneAdder<T, Data>::add(this->data(place), *columns[0], row_num);
+    }
+
+    static ALWAYS_INLINE const KeyType* get_keys(std::vector<KeyType>& keys_container,
+                                                 const IColumn& column, size_t batch_size) {
+        if constexpr (std::is_same_v<T, String>) {
+            keys_container.resize(batch_size);
+            for (size_t i = 0; i != batch_size; ++i) {
+                StringRef value = column.get_data_at(i);
+                keys_container[i] = Data::get_key(value);
+            }
+            return keys_container.data();
+        } else {
+            using ColumnType =
+                    std::conditional_t<IsDecimalNumber<T>, ColumnDecimal<T>, ColumnVector<T>>;
+            return assert_cast<const ColumnType&>(column).get_data().data();
+        }
+    }
+
+    void add_batch(size_t batch_size, AggregateDataPtr* places, size_t place_offset,
+                   const IColumn** columns, Arena* arena, bool /*agg_many*/) const override {
+        std::vector<KeyType> keys_container;
+        const KeyType* keys = get_keys(keys_container, *columns[0], batch_size);
+
+        std::vector<typename Data::Set*> array_of_data_set(batch_size);
+
+        for (size_t i = 0; i != batch_size; ++i) {
+            array_of_data_set[i] = &(this->data(places[i] + place_offset).set);
+        }
+
+        for (size_t i = 0; i != batch_size; ++i) {
+            if (i + HASH_MAP_PREFETCH_DIST < batch_size) {
+                array_of_data_set[i + HASH_MAP_PREFETCH_DIST]->prefetch(
+                        keys[i + HASH_MAP_PREFETCH_DIST]);
+            }
+
+            array_of_data_set[i]->insert(keys[i]);
+        }
+    }
+
+    void add_batch_single_place(size_t batch_size, AggregateDataPtr place, const IColumn** columns,
+                                Arena* arena) const override {
+        std::vector<KeyType> keys_container;
+        const KeyType* keys = get_keys(keys_container, *columns[0], batch_size);
+        auto& set = this->data(place).set;
+
+        for (size_t i = 0; i != batch_size; ++i) {
+            if (i + HASH_MAP_PREFETCH_DIST < batch_size) {
+                set.prefetch(keys[i + HASH_MAP_PREFETCH_DIST]);
+            }
+            set.insert(keys[i]);
+        }
+    }
+
+    void merge(AggregateDataPtr __restrict place, ConstAggregateDataPtr rhs,
+               Arena*) const override {
+        this->data(place).count += this->data(rhs).count;
+    }
+
+    void serialize(ConstAggregateDataPtr __restrict place, BufferWritable& buf) const override {
+        write_var_uint(this->data(place).set.size(), buf);
+    }
+
+    void deserialize(AggregateDataPtr __restrict place, BufferReadable& buf,
+                     Arena*) const override {
+        read_var_uint(this->data(place).count, buf);
+    }
+
+    void insert_result_into(ConstAggregateDataPtr __restrict place, IColumn& to) const override {
+        assert_cast<ColumnInt64&>(to).get_data().push_back(this->data(place).count);
+    }
+
+    void deserialize_from_column(AggregateDataPtr places, const IColumn& column, Arena* arena,
+                                 size_t num_rows) const override {
+        auto data = reinterpret_cast<const UInt64*>(
+                assert_cast<const ColumnFixedLengthObject&>(column).get_data().data());
+        for (size_t i = 0; i != num_rows; ++i) {
+            auto rhs_place = places + sizeof(Data) * i;
+            this->create(rhs_place);
+            (reinterpret_cast<Data*>(rhs_place))->count = data[i];
+        }
+    }
+
+    void serialize_to_column(const std::vector<AggregateDataPtr>& places, size_t offset,
+                             MutableColumnPtr& dst, const size_t num_rows) const override {
+        auto& col = assert_cast<ColumnFixedLengthObject&>(*dst);
+        CHECK(col.item_size() == sizeof(UInt64))
+                << "size is not equal: " << col.item_size() << " " << sizeof(UInt64);
+        col.resize(num_rows);
+        auto* data = reinterpret_cast<UInt64*>(col.get_data().data());
+        for (size_t i = 0; i != num_rows; ++i) {
+            data[i] = this->data(places[i] + offset).set.size();
+        }
+    }
+
+    void streaming_agg_serialize_to_column(const IColumn** columns, MutableColumnPtr& dst,
+                                           const size_t num_rows, Arena* arena) const override {
+        auto& dst_col = assert_cast<ColumnFixedLengthObject&>(*dst);
+        CHECK(dst_col.item_size() == sizeof(UInt64))
+                << "size is not equal: " << dst_col.item_size() << " " << sizeof(UInt64);
+        dst_col.resize(num_rows);
+        auto* data = reinterpret_cast<UInt64*>(dst_col.get_data().data());
+        for (size_t i = 0; i != num_rows; ++i) {
+            data[i] = 1;
+        }
+    }
+
+    void deserialize_and_merge_from_column(AggregateDataPtr __restrict place, const IColumn& column,
+                                           Arena* arena) const override {
+        auto& col = assert_cast<const ColumnFixedLengthObject&>(column);
+        const size_t num_rows = column.size();
+        auto* data = reinterpret_cast<const UInt64*>(col.get_data().data());
+        for (size_t i = 0; i != num_rows; ++i) {
+            AggregateFunctionUniqDistributeKey::data(place).count += data[i];
+        }
+    }
+
+    void deserialize_and_merge_from_column_range(AggregateDataPtr __restrict place,
+                                                 const IColumn& column, size_t begin, size_t end,
+                                                 Arena* arena) const override {
+        CHECK(end <= column.size() && begin <= end)
+                << ", begin:" << begin << ", end:" << end << ", column.size():" << column.size();
+        auto& col = assert_cast<const ColumnFixedLengthObject&>(column);
+        auto* data = reinterpret_cast<const UInt64*>(col.get_data().data());
+        for (size_t i = begin; i <= end; ++i) {
+            this->data(place).count += data[i];
+        }
+    }
+
+    void deserialize_and_merge_vec(const AggregateDataPtr* places, size_t offset,
+                                   AggregateDataPtr rhs, const ColumnString* column, Arena* arena,
+                                   const size_t num_rows) const override {
+        this->deserialize_from_column(rhs, *column, arena, num_rows);
+        DEFER({ this->destroy_vec(rhs, num_rows); });
+        this->merge_vec(places, offset, rhs, arena, num_rows);
+    }
+
+    void deserialize_and_merge_vec_selected(const AggregateDataPtr* places, size_t offset,
+                                            AggregateDataPtr rhs, const ColumnString* column,
+                                            Arena* arena, const size_t num_rows) const override {
+        this->deserialize_from_column(rhs, *column, arena, num_rows);
+        DEFER({ this->destroy_vec(rhs, num_rows); });
+        this->merge_vec_selected(places, offset, rhs, arena, num_rows);
+    }
+
+    void serialize_without_key_to_column(ConstAggregateDataPtr __restrict place,
+                                         IColumn& to) const override {
+        auto& col = assert_cast<ColumnFixedLengthObject&>(to);
+        CHECK(col.item_size() == sizeof(UInt64))
+                << "size is not equal: " << col.item_size() << " " << sizeof(UInt64);
+        size_t old_size = col.size();
+        col.resize(old_size + 1);
+        *reinterpret_cast<UInt64*>(col.get_data().data() + old_size) =
+                AggregateFunctionUniqDistributeKey::data(place).set.size();
+    }
+
+    MutableColumnPtr create_serialize_column() const override {
+        return ColumnFixedLengthObject::create(sizeof(UInt64));
+    }
+
+    DataTypePtr get_serialized_type() const override {
+        return std::make_shared<DataTypeFixedLengthObject>();
+    }
+};
+
+} // namespace doris::vectorized