diff --git a/lib/crewai/src/crewai/flow/runtime.py b/lib/crewai/src/crewai/flow/runtime.py
index 0a2a84a95..bb2387cb5 100644
--- a/lib/crewai/src/crewai/flow/runtime.py
+++ b/lib/crewai/src/crewai/flow/runtime.py
@@ -907,6 +907,7 @@ class Flow(_ConversationalMixin, BaseModel, Generic[T], metaclass=FlowMeta):
     _pending_user_message: str | dict[str, Any] | None = PrivateAttr(default=None)
     _pending_intents: Sequence[str] | None = PrivateAttr(default=None)
     _pending_intent_llm: str | "BaseLLM" | None = PrivateAttr(default=None)
+    _deferred_flow_started_event_id: str | None = PrivateAttr(default=None)
 
     def __class_getitem__(cls: type[Flow[T]], item: type[T]) -> type[Flow[T]]:  # type: ignore[override]
         class _FlowGeneric(cls):  # type: ignore[valid-type,misc]
@@ -2206,38 +2207,51 @@ class Flow(_ConversationalMixin, BaseModel, Generic[T], metaclass=FlowMeta):
             ):
                 self._apply_pending_conversational_turn()
 
-            if get_current_parent_id() is None:
+            defer_trace_finalization = self._should_defer_trace_finalization()
+            deferred_started_event_id = self._deferred_flow_started_event_id
+            should_emit_flow_started = not (
+                defer_trace_finalization and deferred_started_event_id
+            )
+
+            if (
+                defer_trace_finalization
+                and deferred_started_event_id
+                and get_current_parent_id() is None
+            ):
+                restore_event_scope(((deferred_started_event_id, "flow_started"),))
+            elif get_current_parent_id() is None:
                 reset_emission_counter()
                 reset_last_event_id()
 
-            # ``FlowStartedEvent`` always fires — ``suppress_flow_events``
-            # only hides the Rich console panel (and the textual log line
-            # below), it doesn't gate observability events. Tracing /
-            # downstream listeners still need to see flow_started.
-            started_event = FlowStartedEvent(
-                type="flow_started",
-                flow_name=self.name or self.__class__.__name__,
-                inputs=inputs,
-            )
-            future = crewai_event_bus.emit(self, started_event)
-            if future:
-                try:
-                    await asyncio.wrap_future(future)
-                except Exception:
-                    logger.warning("FlowStartedEvent handler failed", exc_info=True)
-            # Stash the started event id so a deferred
-            # ``finalize_session_traces()`` can restore the event scope
-            # before emitting ``FlowFinishedEvent`` (otherwise the bus
-            # warns "Ending event 'flow_finished' emitted with empty
-            # scope stack").
-            if self._should_defer_trace_finalization():
-                object.__setattr__(
-                    self, "_deferred_flow_started_event_id", started_event.event_id
-                )
-            if not self.suppress_flow_events:
-                self._log_flow_event(
-                    f"Flow started with ID: {self.flow_id}", color="bold magenta"
+            if should_emit_flow_started:
+                # In normal flows, each kickoff owns its own flow lifecycle.
+                # Deferred conversational sessions are different: the first
+                # turn opens the flow scope and later turns reuse it until
+                # ``finalize_session_traces()`` emits the single finish event.
+                started_event = FlowStartedEvent(
+                    type="flow_started",
+                    flow_name=self.name or self.__class__.__name__,
+                    inputs=inputs,
                 )
+                future = crewai_event_bus.emit(self, started_event)
+                if future:
+                    try:
+                        await asyncio.wrap_future(future)
+                    except Exception:
+                        logger.warning("FlowStartedEvent handler failed", exc_info=True)
+                # Stash the started event id so a deferred
+                # ``finalize_session_traces()`` can restore the event scope
+                # before emitting ``FlowFinishedEvent`` (otherwise the bus
+                # warns "Ending event 'flow_finished' emitted with empty
+                # scope stack").
+                if defer_trace_finalization:
+                    object.__setattr__(
+                        self, "_deferred_flow_started_event_id", started_event.event_id
+                    )
+                if not self.suppress_flow_events:
+                    self._log_flow_event(
+                        f"Flow started with ID: {self.flow_id}", color="bold magenta"
+                    )
 
             # After FlowStarted: env events must not pre-empt trace batch init
             # with implicit "crew" execution_type.
diff --git a/lib/crewai/tests/test_flow_conversation.py b/lib/crewai/tests/test_flow_conversation.py
index 0525ac439..bd14d0cf0 100644
--- a/lib/crewai/tests/test_flow_conversation.py
+++ b/lib/crewai/tests/test_flow_conversation.py
@@ -941,6 +941,39 @@ class TestConversationalFlow:
             "defer_trace_finalization=True must skip per-turn finalize"
         )
 
+    def test_deferred_conversation_emits_one_flow_started(self) -> None:
+        """Deferred conversational sessions emit one flow_started for the session."""
+        from crewai.events.types.flow_events import FlowStartedEvent
+
+        @ConversationConfig(defer_trace_finalization=True)
+        class DeferredFlow(ConversationalFlow):
+            def route_turn(self, context: dict[str, Any]) -> str | None:
+                return "work"
+
+            @listen("work")
+            def do_work(self) -> str:
+                self.append_assistant_message("worked")
+                return "worked"
+
+        flow = DeferredFlow()
+        started_events: list[FlowStartedEvent] = []
+
+        with crewai_event_bus.scoped_handlers():
+
+            @crewai_event_bus.on(FlowStartedEvent)
+            def capture(_: Any, event: FlowStartedEvent) -> None:
+                started_events.append(event)
+
+            flow.handle_turn("turn 1")
+            flow.handle_turn("turn 2")
+            flow.handle_turn("turn 3")
+            crewai_event_bus.flush()
+
+        assert len(started_events) == 1, (
+            "deferred conversational traces should emit one session-level "
+            "flow_started event, not one per turn"
+        )
+
     def test_finalize_session_traces_emits_finished_and_finalizes_batch(self) -> None:
         """``finalize_session_traces()`` emits one ``FlowFinishedEvent`` + one ``finalize_batch``.