diff --git a/be/src/pipeline/local_exchange/local_exchange_sink_operator.cpp b/be/src/pipeline/local_exchange/local_exchange_sink_operator.cpp
index a939d25654b4cc..0369cf75834ce9 100644
--- a/be/src/pipeline/local_exchange/local_exchange_sink_operator.cpp
+++ b/be/src/pipeline/local_exchange/local_exchange_sink_operator.cpp
@@ -62,6 +62,7 @@ Status LocalExchangeSinkOperatorX::init(ExchangeType type, const int num_buckets
                 _num_partitions));
         RETURN_IF_ERROR(_partitioner->init(_texprs));
     } else if (_type == ExchangeType::BUCKET_HASH_SHUFFLE) {
+        DCHECK_GT(num_buckets, 0);
         _partitioner.reset(
                 new vectorized::Crc32HashPartitioner<vectorized::ShuffleChannelIds>(num_buckets));
         RETURN_IF_ERROR(_partitioner->init(_texprs));
diff --git a/be/src/pipeline/local_exchange/local_exchanger.cpp b/be/src/pipeline/local_exchange/local_exchanger.cpp
index c5f99ca5d6a4a5..647988f8b794cb 100644
--- a/be/src/pipeline/local_exchange/local_exchanger.cpp
+++ b/be/src/pipeline/local_exchange/local_exchanger.cpp
@@ -226,19 +226,6 @@ Status ShuffleExchanger::_split_rows(RuntimeState* state, const uint32_t* __rest
                 new_block_wrapper->unref(local_state._shared_state, local_state._channel_id);
             }
         }
-    } else if (_num_senders != _num_sources) {
-        // In this branch, data just should be distributed equally into all instances.
-        new_block_wrapper->ref(_num_partitions);
-        for (size_t i = 0; i < _num_partitions; i++) {
-            uint32_t start = local_state._partition_rows_histogram[i];
-            uint32_t size = local_state._partition_rows_histogram[i + 1] - start;
-            if (size > 0) {
-                _enqueue_data_and_set_ready(i % _num_sources, local_state,
-                                            {new_block_wrapper, {row_idx, start, size}});
-            } else {
-                new_block_wrapper->unref(local_state._shared_state, local_state._channel_id);
-            }
-        }
     } else {
         DCHECK(!bucket_seq_to_instance_idx.empty());
         new_block_wrapper->ref(_num_partitions);
diff --git a/be/src/pipeline/local_exchange/local_exchanger.h b/be/src/pipeline/local_exchange/local_exchanger.h
index bf052ac3b924ca..4912ab3369815b 100644
--- a/be/src/pipeline/local_exchange/local_exchanger.h
+++ b/be/src/pipeline/local_exchange/local_exchanger.h
@@ -220,9 +220,7 @@ class ShuffleExchanger : public Exchanger<PartitionedBlock> {
     ShuffleExchanger(int running_sink_operators, int num_sources, int num_partitions,
                      int free_block_limit)
             : Exchanger<PartitionedBlock>(running_sink_operators, num_sources, num_partitions,
-                                          free_block_limit) {
-        _data_queue.resize(num_partitions);
-    }
+                                          free_block_limit) {}
     Status _split_rows(RuntimeState* state, const uint32_t* __restrict channel_ids,
                        vectorized::Block* block, LocalExchangeSinkLocalState& local_state);
 };
@@ -232,7 +230,10 @@ class BucketShuffleExchanger final : public ShuffleExchanger {
     BucketShuffleExchanger(int running_sink_operators, int num_sources, int num_partitions,
                            int free_block_limit)
             : ShuffleExchanger(running_sink_operators, num_sources, num_partitions,
-                               free_block_limit) {}
+                               free_block_limit) {
+        DCHECK_GT(num_partitions, 0);
+        _data_queue.resize(std::max(num_partitions, num_sources));
+    }
     ~BucketShuffleExchanger() override = default;
     ExchangeType get_type() const override { return ExchangeType::BUCKET_HASH_SHUFFLE; }
 };
diff --git a/be/src/pipeline/pipeline_fragment_context.cpp b/be/src/pipeline/pipeline_fragment_context.cpp
index d14a0d0c3cd4a7..93aadec9976423 100644
--- a/be/src/pipeline/pipeline_fragment_context.cpp
+++ b/be/src/pipeline/pipeline_fragment_context.cpp
@@ -969,9 +969,9 @@ Status PipelineFragmentContext::_plan_local_exchange(
         // if 'num_buckets == 0' means the fragment is colocated by exchange node not the
         // scan node. so here use `_num_instance` to replace the `num_buckets` to prevent dividing 0
         // still keep colocate plan after local shuffle
-        RETURN_IF_ERROR(_plan_local_exchange(
-                _use_serial_source || num_buckets == 0 ? _num_instances : num_buckets, pip_idx,
-                _pipelines[pip_idx], bucket_seq_to_instance_idx, shuffle_idx_to_instance_idx));
+        RETURN_IF_ERROR(_plan_local_exchange(num_buckets, pip_idx, _pipelines[pip_idx],
+                                             bucket_seq_to_instance_idx,
+                                             shuffle_idx_to_instance_idx));
     }
     return Status::OK();
 }