diff --git a/be/src/common/exception.cpp b/be/src/common/exception.cpp
index c6139c0f995fa3..48e1229d44e83b 100644
--- a/be/src/common/exception.cpp
+++ b/be/src/common/exception.cpp
@@ -32,23 +32,4 @@ Exception::Exception(int code, const std::string_view& msg) {
         LOG(FATAL) << "[ExitOnException] error code: " << code << ", message: " << msg;
     }
 }
-
-Exception::Exception(const Exception& nested, int code, const std::string_view& msg) {
-    _code = code;
-    _err_msg = std::make_unique<ErrMsg>();
-    _err_msg->_msg = msg;
-    if (ErrorCode::error_states[abs(code)].stacktrace) {
-        _err_msg->_stack = get_stack_trace();
-    }
-    _nested_excption = std::make_unique<Exception>();
-    _nested_excption->_code = nested._code;
-    _nested_excption->_err_msg = std::make_unique<ErrMsg>();
-    _nested_excption->_err_msg->_msg = nested._err_msg->_msg;
-    _nested_excption->_err_msg->_stack = nested._err_msg->_stack;
-
-    if (config::exit_on_exception) {
-        LOG(FATAL) << "[ExitOnException] error code: " << code << ", message: " << msg;
-    }
-}
-
 } // namespace doris
\ No newline at end of file
diff --git a/be/src/common/exception.h b/be/src/common/exception.h
index ce44e6587499b4..b35ef7e8ff8fce 100644
--- a/be/src/common/exception.h
+++ b/be/src/common/exception.h
@@ -19,8 +19,8 @@
 
 #include <fmt/format.h>
 #include <gen_cpp/Status_types.h>
-#include <stdint.h>
 
+#include <cstdint>
 #include <exception>
 #include <memory>
 #include <ostream>
@@ -39,9 +39,6 @@ class Exception : public std::exception {
     Exception() : _code(ErrorCode::OK) {}
     Exception(int code, const std::string_view& msg);
     Exception(const Status& status) : Exception(status.code(), status.msg()) {}
-    // add nested exception as first param, or the template may could not find
-    // the correct method for ...args
-    Exception(const Exception& nested, int code, const std::string_view& msg);
 
     // Format message with fmt::format, like the logging functions.
     template <typename... Args>
@@ -63,7 +60,6 @@ class Exception : public std::exception {
         std::string _stack;
     };
     std::unique_ptr<ErrMsg> _err_msg;
-    std::unique_ptr<Exception> _nested_excption;
     mutable std::string _cache_string;
 };
 
@@ -71,16 +67,12 @@ inline const std::string& Exception::to_string() const {
     if (!_cache_string.empty()) {
         return _cache_string;
     }
-    std::stringstream ostr;
-    ostr << "[E" << _code << "] ";
-    ostr << (_err_msg ? _err_msg->_msg : "");
+    fmt::memory_buffer buf;
+    fmt::format_to(buf, "[E{}] {}", _code, _err_msg ? _err_msg->_msg : "");
     if (_err_msg && !_err_msg->_stack.empty()) {
-        ostr << '\n' << _err_msg->_stack;
+        fmt::format_to(buf, "\n{}", _err_msg->_stack);
     }
-    if (_nested_excption != nullptr) {
-        ostr << '\n' << "Caused by:" << _nested_excption->to_string();
-    }
-    _cache_string = ostr.str();
+    _cache_string = fmt::to_string(buf);
     return _cache_string;
 }
 
diff --git a/be/test/common/exception_test.cpp b/be/test/common/exception_test.cpp
index 344c0bb1fafcbd..0878c3942810c0 100644
--- a/be/test/common/exception_test.cpp
+++ b/be/test/common/exception_test.cpp
@@ -50,12 +50,6 @@ TEST_F(ExceptionTest, NestedError) {
         throw doris::Exception(ErrorCode::OS_ERROR, "test OS_ERROR {}", "bug");
     } catch (doris::Exception& e1) {
         EXPECT_TRUE(e1.to_string().find("OS_ERROR") != std::string::npos);
-        try {
-            throw doris::Exception(e1, ErrorCode::INVALID_ARGUMENT, "test INVALID_ARGUMENT");
-        } catch (doris::Exception& e2) {
-            EXPECT_TRUE(e2.to_string().find("OS_ERROR") != std::string::npos);
-            EXPECT_TRUE(e2.to_string().find("INVALID_ARGUMENT") != std::string::npos);
-        }
     }
 }