diff --git a/vllm/distributed/device_communicators/shm_broadcast.py b/vllm/distributed/device_communicators/shm_broadcast.py
index cd201503bf17..5dba80fe8080 100644
--- a/vllm/distributed/device_communicators/shm_broadcast.py
+++ b/vllm/distributed/device_communicators/shm_broadcast.py
@@ -1,13 +1,14 @@
 # SPDX-License-Identifier: Apache-2.0
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
-
+import functools
 import pickle
 import time
 from contextlib import contextmanager
 from dataclasses import dataclass, field
 from multiprocessing import shared_memory
+from pickle import PickleBuffer
 from threading import Event
-from typing import Any
+from typing import TYPE_CHECKING, Any
 from unittest.mock import patch
 
 import torch
@@ -33,8 +34,18 @@ from vllm.utils import (
     is_valid_ipv6_address,
 )
 
+if TYPE_CHECKING:
+    from _typeshed import SizedBuffer
+
 VLLM_RINGBUFFER_WARNING_INTERVAL = envs.VLLM_RINGBUFFER_WARNING_INTERVAL
 
+from_bytes_big = functools.partial(int.from_bytes, byteorder="big")
+
+
+def to_bytes_big(value: int, size: int) -> bytes:
+    return value.to_bytes(size, byteorder="big")
+
+
 logger = init_logger(__name__)
 
 
@@ -225,7 +236,7 @@ class MessageQueue:
         n_reader,  # number of all readers
         n_local_reader,  # number of local readers through shared memory
         local_reader_ranks: list[int] | None = None,
-        max_chunk_bytes: int = 1024 * 1024 * 10,
+        max_chunk_bytes: int = 1024 * 1024 * 24,  # 24MiB
         max_chunks: int = 10,
         connect_ip: str | None = None,
     ):
@@ -505,18 +516,41 @@ class MessageQueue:
     def enqueue(self, obj, timeout: float | None = None):
         """Write to message queue with optional timeout (in seconds)"""
         assert self._is_writer, "Only writers can enqueue"
-        serialized_obj = pickle.dumps(obj, protocol=pickle.HIGHEST_PROTOCOL)
+        all_buffers: list[SizedBuffer] = [b""]
+        total_bytes = 6  # 2 bytes for oob buffer count, 4 for main buffer size
+
+        def oob_callback(buf: PickleBuffer) -> bool:
+            raw_buf = buf.raw()
+            if len(raw_buf) < 1024 * 1024:
+                # In-line buffers smaller than 1MiB.
+                return True
+            all_buffers.append(raw_buf)
+            nonlocal total_bytes
+            total_bytes += len(raw_buf) + 4
+            return False
+
+        all_buffers[0] = pickle.dumps(
+            obj, protocol=pickle.HIGHEST_PROTOCOL, buffer_callback=oob_callback
+        )
         if self.n_local_reader > 0:
-            if len(serialized_obj) >= self.buffer.max_chunk_bytes:
+            if total_bytes + len(all_buffers[0]) >= self.buffer.max_chunk_bytes:
                 with self.acquire_write(timeout) as buf:
                     buf[0] = 1  # overflow
-                self.local_socket.send(serialized_obj)
+                self.local_socket.send_multipart(all_buffers, copy=False)
             else:
                 with self.acquire_write(timeout) as buf:
                     buf[0] = 0  # not overflow
-                    buf[1 : len(serialized_obj) + 1] = serialized_obj
+                    offset = 3
+                    buf[1:offset] = to_bytes_big(len(all_buffers), 2)  # oob buf count
+                    for buffer in all_buffers:
+                        buf_len = len(buffer)
+                        # prepend each buffer with 4 bytes containing its size.
+                        buf_offset = offset + 4
+                        buf[offset:buf_offset] = to_bytes_big(buf_len, 4)
+                        buf[buf_offset : (offset := buf_offset + buf_len)] = buffer
+
         if self.n_remote_reader > 0:
-            self.remote_socket.send(serialized_obj)
+            self.remote_socket.send_multipart(all_buffers, copy=False)
 
     def dequeue(
         self,
@@ -529,10 +563,15 @@ class MessageQueue:
             with self.acquire_read(timeout, cancel, indefinite) as buf:
                 overflow = buf[0] == 1
                 if not overflow:
-                    # no need to know the size of serialized object
-                    # pickle format contains the size information internally
-                    # see https://docs.python.org/3/library/pickle.html
-                    obj = pickle.loads(buf[1:])
+                    offset = 3
+                    buf_count = from_bytes_big(buf[1:offset])
+                    all_buffers = []
+                    for i in range(buf_count):
+                        buf_offset = offset + 4
+                        buf_len = from_bytes_big(buf[offset:buf_offset])
+                        offset = buf_offset + buf_len
+                        all_buffers.append(buf[buf_offset:offset])
+                    obj = pickle.loads(all_buffers[0], buffers=all_buffers[1:])
             if overflow:
                 obj = MessageQueue.recv(self.local_socket, timeout)
         elif self._is_remote_reader:
@@ -546,15 +585,14 @@ class MessageQueue:
         timeout_ms = None if timeout is None else int(timeout * 1000)
         if not socket.poll(timeout=timeout_ms):
             raise TimeoutError
-        recv = socket.recv(copy=False)
-        return pickle.loads(recv.buffer)
+        recv, *recv_oob = socket.recv_multipart(copy=False)
+        return pickle.loads(recv, buffers=recv_oob)
 
     def broadcast_object(self, obj=None):
         if self._is_writer:
             self.enqueue(obj)
             return obj
-        else:
-            return self.dequeue()
+        return self.dequeue()
 
     @staticmethod
     def create_from_process_group(