diff --git a/src/memos/mem_scheduler/base_scheduler.py b/src/memos/mem_scheduler/base_scheduler.py
index 8f8ac8b3b..d628b10a8 100644
--- a/src/memos/mem_scheduler/base_scheduler.py
+++ b/src/memos/mem_scheduler/base_scheduler.py
@@ -716,7 +716,13 @@ def submit_messages(self, messages: ScheduleMessageItem | list[ScheduleMessageIt
             # emit enqueue events for consistency
             for m in immediate_msgs:
                 emit_monitor_event(
-                    "enqueue", m, {"enqueue_ts": to_iso(getattr(m, "timestamp", None))}
+                    "enqueue",
+                    m,
+                    {
+                        "enqueue_ts": to_iso(getattr(m, "timestamp", None)),
+                        "event_duration_ms": 0,
+                        "total_duration_ms": 0,
+                    },
                 )
 
             # simulate dequeue for immediately dispatched messages so monitor logs stay complete
@@ -745,6 +751,8 @@ def submit_messages(self, messages: ScheduleMessageItem | list[ScheduleMessageIt
                             "enqueue_ts": to_iso(enqueue_ts_obj),
                             "dequeue_ts": datetime.fromtimestamp(now, tz=timezone.utc).isoformat(),
                             "queue_wait_ms": queue_wait_ms,
+                            "event_duration_ms": queue_wait_ms,
+                            "total_duration_ms": queue_wait_ms,
                         },
                     )
                     self.metrics.task_dequeued(user_id=m.user_id, task_type=m.label)
@@ -923,6 +931,8 @@ def _message_consumer(self) -> None:
                                         now, tz=timezone.utc
                                     ).isoformat(),
                                     "queue_wait_ms": queue_wait_ms,
+                                    "event_duration_ms": queue_wait_ms,
+                                    "total_duration_ms": queue_wait_ms,
                                 },
                             )
                             self.metrics.task_dequeued(user_id=msg.user_id, task_type=msg.label)
diff --git a/src/memos/mem_scheduler/task_schedule_modules/dispatcher.py b/src/memos/mem_scheduler/task_schedule_modules/dispatcher.py
index 928b2f5bd..e3ce0d4e9 100644
--- a/src/memos/mem_scheduler/task_schedule_modules/dispatcher.py
+++ b/src/memos/mem_scheduler/task_schedule_modules/dispatcher.py
@@ -185,6 +185,8 @@ def wrapped_handler(messages: list[ScheduleMessageItem]):
                             if isinstance(dequeue_ts, int | float)
                             else None
                         ),
+                        "event_duration_ms": start_delay_ms,
+                        "total_duration_ms": self._calc_total_duration_ms(start_time, enq_ts),
                     },
                 )
 
@@ -210,6 +212,7 @@ def wrapped_handler(messages: list[ScheduleMessageItem]):
                             finish_time, tz=timezone.utc
                         ).isoformat(),
                         "exec_duration_ms": duration * 1000,
+                        "event_duration_ms": duration * 1000,
                         "total_duration_ms": self._calc_total_duration_ms(
                             finish_time, getattr(first_msg, "timestamp", None)
                         ),
@@ -244,6 +247,7 @@ def wrapped_handler(messages: list[ScheduleMessageItem]):
                             finish_time, tz=timezone.utc
                         ).isoformat(),
                         "exec_duration_ms": (finish_time - start_time) * 1000,
+                        "event_duration_ms": (finish_time - start_time) * 1000,
                         "error_type": type(e).__name__,
                         "error_msg": str(e),
                         "total_duration_ms": self._calc_total_duration_ms(
diff --git a/src/memos/mem_scheduler/task_schedule_modules/task_queue.py b/src/memos/mem_scheduler/task_schedule_modules/task_queue.py
index 7dc19d01d..a01bc3fce 100644
--- a/src/memos/mem_scheduler/task_schedule_modules/task_queue.py
+++ b/src/memos/mem_scheduler/task_schedule_modules/task_queue.py
@@ -93,8 +93,14 @@ def submit_messages(self, messages: ScheduleMessageItem | list[ScheduleMessageIt
         if len(messages) < 1:
             logger.error("Submit empty")
         elif len(messages) == 1:
+            if getattr(messages[0], "timestamp", None) is None:
+                messages[0].timestamp = get_utc_now()
             enqueue_ts = to_iso(getattr(messages[0], "timestamp", None))
-            emit_monitor_event("enqueue", messages[0], {"enqueue_ts": enqueue_ts})
+            emit_monitor_event(
+                "enqueue",
+                messages[0],
+                {"enqueue_ts": enqueue_ts, "event_duration_ms": 0, "total_duration_ms": 0},
+            )
             self.memos_message_queue.put(messages[0])
         else:
             user_cube_groups = group_messages_by_user_and_mem_cube(messages)
@@ -118,7 +124,15 @@ def submit_messages(self, messages: ScheduleMessageItem | list[ScheduleMessageIt
                             continue
 
                         enqueue_ts = to_iso(getattr(message, "timestamp", None))
-                        emit_monitor_event("enqueue", message, {"enqueue_ts": enqueue_ts})
+                        emit_monitor_event(
+                            "enqueue",
+                            message,
+                            {
+                                "enqueue_ts": enqueue_ts,
+                                "event_duration_ms": 0,
+                                "total_duration_ms": 0,
+                            },
+                        )
                         self.memos_message_queue.put(message)
                         logger.info(
                             f"Submitted message to local queue: {message.label} - {message.content}"