diff --git a/app/core/compare_alert_worker.py b/app/core/compare_alert_worker.py
index 80e3d21..dfd5001 100644
--- a/app/core/compare_alert_worker.py
+++ b/app/core/compare_alert_worker.py
@@ -89,6 +89,16 @@ def _fmt_stuck(sp: trace_stuck.StuckPoint) -> str:
     return s
 
 
+def _fmt_last(sp: trace_stuck.StuckPoint) -> str:
+    """末帧路径(failed/兜底):环节·页面 + 末段停留时长,不显总帧数(总帧数配末段时长会误导)。
+    dwell_ms 为 None(缺 ts/时钟回退) → 只显环节。"""
+    s = sp.label()
+    if sp.dwell_ms is not None:
+        sec = round(sp.dwell_ms / 1000)
+        s += f" 停留{sec}s" if sec >= 1 else " 停留<1s"
+    return s
+
+
 def build_hits(
     records: list,
     *,
@@ -134,9 +144,9 @@ def build_hits(
                     cancelled_ms_threshold=cancelled_ms_threshold,
                     cancelled_step_threshold=cancelled_step_threshold,
                 )
-                # 没卡点但命中(超阈值放弃)→ 用末帧标「退出前在哪屏」(平台·环节·页面)
+                # 没卡点但命中(超阈值放弃)→ 末帧标「退出前在哪屏 + 在那屏停多久」(dwell-only,不显总帧数)
                 if hit is not None and res is not None and res.last is not None:
-                    hit = _dc_replace(hit, stuck_point=res.last.label())
+                    hit = _dc_replace(hit, stuck_point=_fmt_last(res.last))
             if hit is not None:
                 hits.append(hit)
         else:
@@ -159,9 +169,9 @@ def build_hits(
                     sp = trace_stuck.last_step(td, max_tail=max_tail)
                     reads += 1
                     if sp is not None:
-                        # failed 是「末帧停在哪」:last_step 返回的 frames 是该平台总帧数(非"卡住"帧数)、
-                        # stuck_ms=None,带上帧数/时长会误导,故只用 label() 显示环节
-                        hit = _dc_replace(hit, stuck_point=sp.label())
+                        # failed 是「末帧停在哪 + 在那屏停多久」:只显环节·页面 + 末段停留 dwell,
+                        # 不显总帧数(总帧数配末段时长会误导);缺 ts 时 _fmt_last 自动退化为只显环节
+                        hit = _dc_replace(hit, stuck_point=_fmt_last(sp))
             if hit is not None:
                 hits.append(hit)
     return hits
diff --git a/tests/test_compare_alert_stuck_worker.py b/tests/test_compare_alert_stuck_worker.py
index d3a835d..0cab10b 100644
--- a/tests/test_compare_alert_stuck_worker.py
+++ b/tests/test_compare_alert_stuck_worker.py
@@ -2,7 +2,7 @@
 import json
 from pathlib import Path
 
-from app.core.compare_alert_worker import _fmt_stuck, build_hits
+from app.core.compare_alert_worker import _fmt_last, _fmt_stuck, build_hits
 from app.services.trace_stuck import StuckPoint
 
 
@@ -28,6 +28,15 @@ def _frame(pdir: Path, idx: int, step: str, page: str) -> None:
     )
 
 
+def _frame_ts(pdir: Path, idx: int, step: str, page: str, ts: str) -> None:
+    pdir.mkdir(parents=True, exist_ok=True)
+    body = {"pipeline_step": step, "detected_page": page, "timestamp": ts,
+            "windows": [{"n": ["x" * 200]}]}
+    (pdir / f"step_{idx:03d}.json").write_text(
+        json.dumps(body, ensure_ascii=False), encoding="utf-8"
+    )
+
+
 _KW = dict(
     stuck_threshold=15, max_tail=40, max_trace_reads=30,
     cancelled_ms_threshold=90000, cancelled_step_threshold=30,
@@ -144,3 +153,54 @@ def test_fmt_stuck_with_ms():
 def test_fmt_stuck_without_ms():
     sp = StuckPoint(platform="meituan", pipeline_step="add_one_dish", frames=110, stuck_ms=None)
     assert _fmt_stuck(sp) == "美团·加菜 110帧"
+
+
+# ---- _fmt_last 单测(末帧路径:环节·页面 + 停留,不显总帧数)----
+
+def test_fmt_last_with_dwell():
+    sp = StuckPoint("meituan", "checkout", frames=480,
+                    detected_page="checkout_page", dwell_ms=8000)
+    assert _fmt_last(sp) == "美团·结算·checkout_page 停留8s"
+
+
+def test_fmt_last_sub_second():
+    sp = StuckPoint("meituan", "checkout", frames=480,
+                    detected_page="checkout_page", dwell_ms=300)
+    assert _fmt_last(sp) == "美团·结算·checkout_page 停留<1s"
+
+
+def test_fmt_last_without_dwell():
+    sp = StuckPoint("meituan", "checkout", frames=480,
+                    detected_page="checkout_page", dwell_ms=None)
+    assert _fmt_last(sp) == "美团·结算·checkout_page"
+
+
+# ---- 末帧路径带 dwell 集成 ----
+
+def test_failed_stuck_point_has_dwell(tmp_path):
+    # failed 末帧 5 帧都在 checkout,ts :00→:08 → stuck_point 附「停留8s」
+    p = tmp_path / "20260807_f" / "meituan"
+    for i in range(5):
+        _frame_ts(p, i, "checkout", "checkout_page",
+                  f"2026-08-07T12:00:{i * 2:02d}.000000")
+    rec = _Rec(status="failed", fail_reason="启动超时",
+               trace_url="https://x/traces/20260807_f/")
+    hits = build_hits([rec], work_log_dir=str(tmp_path), **_KW)
+    assert len(hits) == 1
+    assert hits[0].alert_type == "T2"
+    assert hits[0].stuck_point == "美团·结算·checkout_page 停留8s"
+
+
+def test_cancelled_fallback_stuck_point_has_dwell(tmp_path):
+    # cancelled 超阈值(95s)但末段 5<15 不卡死 → 兜底,末帧带 ts → 附「停留8s」
+    p = tmp_path / "20260807_c" / "eleme"
+    _frame_ts(p, 0, "set_address", "home", "2026-08-07T12:00:00.000000")
+    for i in range(1, 6):  # enter_store 5 帧 :02→:10
+        _frame_ts(p, i, "enter_store", "store",
+                  f"2026-08-07T12:00:{i * 2:02d}.000000")
+    rec = _Rec(status="cancelled", trace_url="https://x/traces/20260807_c/",
+               total_ms=95000, step_count=40)
+    hits = build_hits([rec], work_log_dir=str(tmp_path), **_KW)
+    assert len(hits) == 1
+    assert hits[0].alert_type == "T5"
+    assert hits[0].stuck_point == "饿了么·进店·store 停留8s"