diff --git a/be/src/exec/broker_reader.cpp b/be/src/exec/broker_reader.cpp
index e5f67b618c427a..64e587e65e0f84 100644
--- a/be/src/exec/broker_reader.cpp
+++ b/be/src/exec/broker_reader.cpp
@@ -122,7 +122,7 @@ Status BrokerReader::open() {
 }
 
 //not support
-Status BrokerReader::read_one_message(uint8_t** buf, size_t* length) {
+Status BrokerReader::read_one_message(std::unique_ptr<uint8_t[]>* buf, size_t* length) {
     return Status::NotSupported("Not support");
 }
 
diff --git a/be/src/exec/broker_reader.h b/be/src/exec/broker_reader.h
index 4730260588c4f3..d6efc8e9843569 100644
--- a/be/src/exec/broker_reader.h
+++ b/be/src/exec/broker_reader.h
@@ -50,7 +50,7 @@ class BrokerReader : public FileReader {
     virtual Status read(uint8_t* buf, size_t* buf_len, bool* eof) override;
     virtual Status readat(int64_t position, int64_t nbytes, int64_t* bytes_read,
                           void* out) override;
-    virtual Status read_one_message(uint8_t** buf, size_t* length) override;
+    virtual Status read_one_message(std::unique_ptr<uint8_t[]>* buf, size_t* length) override;
     virtual int64_t size() override;
     virtual Status seek(int64_t position) override;
     virtual Status tell(int64_t* position) override;
diff --git a/be/src/exec/buffered_reader.cpp b/be/src/exec/buffered_reader.cpp
index 96640b8a0703f3..e9eb0e96472ff0 100644
--- a/be/src/exec/buffered_reader.cpp
+++ b/be/src/exec/buffered_reader.cpp
@@ -50,8 +50,9 @@ Status BufferedReader::open() {
 }
 
 //not support
-Status BufferedReader::read_one_message(uint8_t** buf, size_t* length) {
+Status BufferedReader::read_one_message(std::unique_ptr<uint8_t[]>* buf, size_t* length) {
     return Status::NotSupported("Not support");
+
 }
 
 Status BufferedReader::read(uint8_t* buf, size_t* buf_len, bool* eof) {
diff --git a/be/src/exec/buffered_reader.h b/be/src/exec/buffered_reader.h
index c347ba4ce5a837..1eb185c13cc97e 100644
--- a/be/src/exec/buffered_reader.h
+++ b/be/src/exec/buffered_reader.h
@@ -41,7 +41,7 @@ class BufferedReader : public FileReader {
     virtual Status read(uint8_t* buf, size_t* buf_len, bool* eof) override;
     virtual Status readat(int64_t position, int64_t nbytes, int64_t* bytes_read,
                           void* out) override;
-    virtual Status read_one_message(uint8_t** buf, size_t* length) override;
+    virtual Status read_one_message(std::unique_ptr<uint8_t[]>* buf, size_t* length) override;
     virtual int64_t size() override;
     virtual Status seek(int64_t position) override;
     virtual Status tell(int64_t* position) override;
diff --git a/be/src/exec/file_reader.h b/be/src/exec/file_reader.h
index 19b4660a58b815..6c7cb32394f9fa 100644
--- a/be/src/exec/file_reader.h
+++ b/be/src/exec/file_reader.h
@@ -18,6 +18,7 @@
 #pragma once
 
 #include <stdint.h>
+#include <memory>
 
 #include "common/status.h"
 
@@ -39,12 +40,8 @@ class FileReader {
      *
      * if read eof then return Status::OK and length is set 0 and buf is set NULL,
      *  other return readed bytes.
-     *
-     * !! Important !!
-     * the buf must be deleted by user, otherwise leak memory
-     * !! Important !!
      */
-    virtual Status read_one_message(uint8_t** buf, size_t* length) = 0;
+    virtual Status read_one_message(std::unique_ptr<uint8_t[]>* buf, size_t* length) = 0;
     virtual int64_t size() = 0;
     virtual Status seek(int64_t position) = 0;
     virtual Status tell(int64_t* position) = 0;
diff --git a/be/src/exec/json_scanner.cpp b/be/src/exec/json_scanner.cpp
index bf09b09dde2038..a07bf8ac99032b 100644
--- a/be/src/exec/json_scanner.cpp
+++ b/be/src/exec/json_scanner.cpp
@@ -272,7 +272,7 @@ void JsonReader::_close() {
 Status JsonReader::_parse_json_doc(bool* eof) {
     // read a whole message, must be delete json_str by `delete[]`
     SCOPED_TIMER(_file_read_timer);
-    uint8_t* json_str = nullptr;
+    std::unique_ptr<uint8_t[]> json_str; 
     size_t length = 0;
     RETURN_IF_ERROR(_file_reader->read_one_message(&json_str, &length));
     _bytes_read_counter += length;
@@ -283,15 +283,16 @@ Status JsonReader::_parse_json_doc(bool* eof) {
 
     bool has_parse_error = false;
     // parse jsondata to JsonDoc
+
     // As the issue: https://github.com/Tencent/rapidjson/issues/1458
     // Now, rapidjson only support uint64_t, So lagreint load cause bug. We use kParseNumbersAsStringsFlag.
     if (_num_as_string) {
         has_parse_error =
                 _origin_json_doc
-                        .Parse<rapidjson::kParseNumbersAsStringsFlag>((char*)json_str, length)
+                        .Parse<rapidjson::kParseNumbersAsStringsFlag>((char*)json_str.get(), length)
                         .HasParseError();
     } else {
-        has_parse_error = _origin_json_doc.Parse((char*)json_str, length).HasParseError();
+        has_parse_error = _origin_json_doc.Parse((char*)json_str.get(), length).HasParseError();
     }
 
     if (has_parse_error) {
@@ -299,12 +300,10 @@ Status JsonReader::_parse_json_doc(bool* eof) {
         str_error << "Parse json data for JsonDoc failed. code = "
                   << _origin_json_doc.GetParseError() << ", error-info:"
                   << rapidjson::GetParseError_En(_origin_json_doc.GetParseError());
-        _state->append_error_msg_to_file(std::string((char*)json_str, length), str_error.str());
+        _state->append_error_msg_to_file(std::string((char*)json_str.get(), length), str_error.str());
         _counter->num_rows_filtered++;
-        delete[] json_str;
         return Status::DataQualityError(str_error.str());
     }
-    delete[] json_str;
 
     // set json root
     if (_parsed_json_root.size() != 0) {
diff --git a/be/src/exec/local_file_reader.cpp b/be/src/exec/local_file_reader.cpp
index 70245573777bf2..04a795ac5cf0cf 100644
--- a/be/src/exec/local_file_reader.cpp
+++ b/be/src/exec/local_file_reader.cpp
@@ -53,21 +53,17 @@ bool LocalFileReader::closed() {
 }
 
 // Read all bytes
-Status LocalFileReader::read_one_message(uint8_t** buf, size_t* length) {
+Status LocalFileReader::read_one_message(std::unique_ptr<uint8_t[]>* buf, size_t* length) {
     bool eof;
     int64_t file_size = size() - _current_offset;
     if (file_size <= 0) {
-        *buf = nullptr;
+        buf->reset();
         *length = 0;
         return Status::OK();
     }
     *length = file_size;
-    *buf = new uint8_t[file_size];
-    read(*buf, length, &eof);
-    if (*length == 0) {
-        delete *buf;
-        *buf = nullptr;
-    }
+    buf->reset(new uint8_t[file_size]);
+    read(buf->get(), length, &eof);
     return Status::OK();
 }
 
diff --git a/be/src/exec/local_file_reader.h b/be/src/exec/local_file_reader.h
index 07c1d191d20bbb..4a302cca2d1bc8 100644
--- a/be/src/exec/local_file_reader.h
+++ b/be/src/exec/local_file_reader.h
@@ -38,7 +38,7 @@ class LocalFileReader : public FileReader {
     virtual Status read(uint8_t* buf, size_t* buf_len, bool* eof) override;
     virtual Status readat(int64_t position, int64_t nbytes, int64_t* bytes_read,
                           void* out) override;
-    virtual Status read_one_message(uint8_t** buf, size_t* length) override;
+    virtual Status read_one_message(std::unique_ptr<uint8_t[]>* buf, size_t* length) override;
     virtual int64_t size() override;
     virtual Status seek(int64_t position) override;
     virtual Status tell(int64_t* position) override;
diff --git a/be/src/runtime/stream_load/stream_load_pipe.h b/be/src/runtime/stream_load/stream_load_pipe.h
index 6b36847d65ffdb..0861da5181023c 100644
--- a/be/src/runtime/stream_load/stream_load_pipe.h
+++ b/be/src/runtime/stream_load/stream_load_pipe.h
@@ -86,7 +86,7 @@ class StreamLoadPipe : public MessageBodySink, public FileReader {
     // If _total_length == -1, this should be a Kafka routine load task,
     // just get the next buffer directly from the buffer queue, because one buffer contains a complete piece of data.
     // Otherwise, this should be a stream load task that needs to read the specified amount of data.
-    Status read_one_message(uint8_t** data, size_t* length) override {
+    Status read_one_message(std::unique_ptr<uint8_t[]>* data, size_t* length) override {
         if (_total_length < -1) {
             std::stringstream ss;
             ss << "invalid, _total_length is: " << _total_length;
@@ -102,10 +102,10 @@ class StreamLoadPipe : public MessageBodySink, public FileReader {
         }
 
         // _total_length > 0, read the entire data
-        *data = new uint8_t[_total_length];
+        data->reset(new uint8_t[_total_length]);
         *length = _total_length;
         bool eof = false;
-        Status st = read(*data, length, &eof);
+        Status st = read(data->get(), length, &eof);
         if (eof) {
             *length = 0;
         }
@@ -188,7 +188,7 @@ class StreamLoadPipe : public MessageBodySink, public FileReader {
 
 private:
     // read the next buffer from _buf_queue
-    Status _read_next_buffer(uint8_t** data, size_t* length) {
+    Status _read_next_buffer(std::unique_ptr<uint8_t[]>* data, size_t* length) {
         std::unique_lock<std::mutex> l(_lock);
         while (!_cancelled && !_finished && _buf_queue.empty()) {
             _get_cond.wait(l);
@@ -200,14 +200,14 @@ class StreamLoadPipe : public MessageBodySink, public FileReader {
         // finished
         if (_buf_queue.empty()) {
             DCHECK(_finished);
-            *data = nullptr;
+            data->reset();
             *length = 0;
             return Status::OK();
         }
         auto buf = _buf_queue.front();
         *length = buf->remaining();
-        *data = new uint8_t[*length];
-        buf->get_bytes((char*)(*data), *length);
+        data->reset(new uint8_t[*length]);
+        buf->get_bytes((char*)(data->get()), *length);
 
         _buf_queue.pop_front();
         _buffered_bytes -= buf->limit;