diff --git a/yunke-server/app/management/employee_metrics.py b/yunke-server/app/management/employee_metrics.py
index d099d08..01dabf0 100644
--- a/yunke-server/app/management/employee_metrics.py
+++ b/yunke-server/app/management/employee_metrics.py
@@ -26,7 +26,6 @@ import datetime as dt
 import statistics
 from collections import namedtuple
 from collections.abc import Iterable
-from zoneinfo import ZoneInfo
 
 import sqlalchemy as sa
 from sqlalchemy.ext.asyncio import AsyncSession
@@ -38,11 +37,9 @@ from app.db.models import (
     MsgDailyStats,
     Staff,
 )
+from app.storage.employee_metrics import METRIC_VERSION
 from app.storage.staff_summary import account_map
 
-_SH = ZoneInfo("Asia/Shanghai")
-METRIC_VERSION = "v1"
-
 PeriodMetrics = namedtuple("PeriodMetrics", [
     "user_id", "days_with_data", "msg_sent", "msg_recv", "cust_threads",
     "threads_answered", "fr_sum_ms", "fr_p50_ms", "fr_p90_ms",
@@ -226,7 +223,7 @@ async def period_metrics(
             a["cooling_customer"] = int(cool or 0)
             a["dormant_customer"] = int(dorm or 0)
 
-    # ---- fact 分位 + 2h/24h 回复计数(同一过滤) ----
+    # ---- fact 分位 + 2h/24h 回复计数(同一过滤,Python 侧一次聚合) ----
     fr_conds = [FirstReplyFact.day.between(start_day, end_day)]
     if channel is not None:
         fr_conds.append(FirstReplyFact.channel == channel)
@@ -244,26 +241,11 @@ async def period_metrics(
     for uid, frs in fr_by_user.items():
         acc[uid]["fr_p50_ms"] = _percentile(frs, 1, 2)
         acc[uid]["fr_p90_ms"] = _percentile(frs, 9, 10)
+        # 2h/24h 计数与分位同源同窗——回复率分子分母口径一致
+        acc[uid]["reply_2h_count"] = sum(1 for fr in frs if fr <= 7_200_000)
+        acc[uid]["reply_24h_count"] = sum(1 for fr in frs if fr <= 86_400_000)
 
-    reply = (await session.execute(
-        sa.select(
-            FirstReplyFact.owner_account_id.label("owner"),
-            sa.func.sum(sa.case(
-                (FirstReplyFact.fr_ms <= 7_200_000, 1), else_=0
-            )).label("c2h"),
-            sa.func.sum(sa.case(
-                (FirstReplyFact.fr_ms <= 86_400_000, 1), else_=0
-            )).label("c24h"),
-        ).where(*fr_conds).group_by(FirstReplyFact.owner_account_id)
-    )).all()
-    for owner, c2h, c24h in reply:
-        uid = amap.get(owner or "")
-        if uid is None or uid not in target:
-            continue
-        acc[uid]["reply_2h_count"] += int(c2h or 0)
-        acc[uid]["reply_24h_count"] += int(c24h or 0)
-
-    # ---- distinct 活跃客户:窗内 (owner, peer) 去重(friend 行) ----
+    # ---- distinct 活跃客户:账号归并到员工后按 peer 去重 ----
     af_conds = [
         MsgDailyStats.day.between(start_day, end_day),
         MsgDailyStats.peer_kind == "friend",
@@ -274,12 +256,14 @@ async def period_metrics(
         sa.select(MsgDailyStats.owner_account_id, MsgDailyStats.peer_id)
         .distinct().where(*af_conds)
     )).all()
-    active: dict[str, set[tuple[str, str]]] = {}
+    active: dict[str, set[str]] = {}
     for owner, peer in pairs:
         uid = amap.get(owner or "")
         if uid is None or uid not in target:
             continue
-        active.setdefault(uid, set()).add((owner or "", peer or ""))
+        # (uid, peer) 粒度:同一员工多账号(wx1+wx2)的共享客户只计 1
+        # ——与宽表日值口径一致(storage 侧账号归并后 add(peer))
+        active.setdefault(uid, set()).add(peer or "")
     for uid, pset in active.items():
         acc[uid]["active_friends"] = len(pset)
 
diff --git a/yunke-server/tests/test_management_period_metrics.py b/yunke-server/tests/test_management_period_metrics.py
index 381b179..d66e107 100644
--- a/yunke-server/tests/test_management_period_metrics.py
+++ b/yunke-server/tests/test_management_period_metrics.py
@@ -6,7 +6,8 @@
 - 宽表 SUM 按 (day∈窗, metric_version='v1', channel) 过滤;
   active_rooms_avg 摊到全窗天数(含无数据日);
 - 期末生命周期存量=每 (user, channel) 最新 ≤end 行,跨渠道相加;
-- distinct 活跃客户=窗内 (owner, peer) 去重(peer_kind='friend');
+- distinct 活跃客户=窗内 (uid, peer) 去重(peer_kind='friend')——
+  同一员工多账号的共享客户只计 1(与宽表日值口径一致);
 - 窗口工具:闭区间 day_range/等长前窗/28 天个人基线窗;
 - 幽灵员工(不在 staff)过滤;user_ids 交集;通话恒全渠道。
 """
@@ -159,6 +160,22 @@ async def test_distinct_active_cross_day(make_session):
     assert m["u1"].active_friends == 2
 
 
+async def test_active_friends_shared_peer_across_accounts(make_session):
+    """多账号共享客户去重:u1 的 wx1/wx3 都会话 p1 → active_friends=1
+    (账号归并到员工后按 peer 去重,非 (owner, peer) 双计)。"""
+    s = make_session
+    await _seed_org(s)
+    s.add(WechatAccount(wx_id="wx3", user_id="u1"))
+    await s.commit()
+    for owner in ("wx1", "wx3"):
+        s.add(MsgDailyStats(channel="wechat", owner_account_id=owner,
+                            peer_kind="friend", peer_id="p1", day=20260901))
+    await s.commit()
+    m = await period_metrics(s, 20260901, 20260905, "wechat")
+    assert m["u1"].active_friends == 1
+    assert m["u2"].active_friends == 0
+
+
 def test_window_helpers():
     # day_range 闭区间 + 月末边界
     assert day_range(20260901, 20260903) == [20260901, 20260902, 20260903]
@@ -193,6 +210,7 @@ async def test_ghost_and_channel_none(make_session):
     assert set(m) == {"u1", "u2"}  # ghost 不在;零数据 u2 在
     u1 = m["u1"]
     assert u1.msg_sent == 7  # 两渠道行都归 u1
+    assert u1.days_with_data == 1  # 双渠道同日只计 1 天(DISTINCT day)
     assert u1.fr_p50_ms == 100_000  # [100s,300s] 合并后 ceil(0.5*2)=1
     assert u1.fr_p90_ms == 300_000  # ceil(0.9*2)=2
     assert u1.reply_2h_count == 2