diff --git a/sage_datamart/dashboards.py b/sage_datamart/dashboards.py
index 0912ef6..4309f81 100644
--- a/sage_datamart/dashboards.py
+++ b/sage_datamart/dashboards.py
@@ -87,6 +87,36 @@ async def get_realtime_active_users(sor, today, scope=None, org_filter=None):
     return int(recs[0].cnt) if recs else 0
 
 
+async def get_realtime_stats(sor, today, scope=None, org_filter=None):
+    """一次查llmusage返回全部实时指标，确保数据一致"""
+    w = _usage_where(scope, org_filter)
+    sql = ("SELECT "
+           "COUNT(*) as calls, "
+           "COALESCE(SUM(amount), 0) as amount, "
+           "COUNT(DISTINCT userid) as active_users, "
+           "SUM(CASE WHEN status='SUCCEEDED' THEN 1 ELSE 0 END) as success, "
+           "SUM(CASE WHEN status='FAILED' THEN 1 ELSE 0 END) as fail "
+           "FROM llmusage "
+           "WHERE use_date = ${today}$ AND " + w)
+    ns = {'today': today}
+    if org_filter:
+        ns['org'] = org_filter
+    recs = await sor.sqlExe(sql, ns)
+    if recs:
+        r = recs[0]
+        total = int(r.calls) if hasattr(r, 'calls') else r.get('calls', 0)
+        success = int(r.success) if hasattr(r, 'success') else r.get('success', 0)
+        fail = int(r.fail) if hasattr(r, 'fail') else r.get('fail', 0)
+        return {
+            'calls': total,
+            'amount': round(float(r.amount) if hasattr(r, 'amount') else r.get('amount', 0), 2),
+            'active_users': int(r.active_users) if hasattr(r, 'active_users') else r.get('active_users', 0),
+            'success_rate': round(success * 100.0 / total, 1) if total else 0,
+            'fail_count': fail,
+        }
+    return {'calls': 0, 'amount': 0, 'active_users': 0, 'success_rate': 0, 'fail_count': 0}
+
+
 async def get_online_users(env, scope=None, org_filter=None):
     """在线用户数 — 从 Redis session 中统计"""
     try:
diff --git a/sage_datamart/init.py b/sage_datamart/init.py
index 4258e56..f7ddbb3 100644
--- a/sage_datamart/init.py
+++ b/sage_datamart/init.py
@@ -12,7 +12,7 @@ from .dashboards import (
     get_customer_user_today, get_daily_trend, get_hourly_concurrency,
     get_avg_ttft, get_currency_breakdown,
     get_realtime_calls, get_realtime_amount, get_total_users_count,
-    get_realtime_active_users, get_online_users,
+    get_realtime_active_users, get_online_users, get_realtime_stats,
     get_distributor_customers_count, get_distributor_active_customers,
     get_distributor_top_customers,
     get_scoped_today_usage, get_scoped_today_amount,
@@ -249,29 +249,30 @@ async def api_distributor_customers(request):
 
 # ── Jinja2 模板函数（实时，角色感知）──
 
+async def _get_realtime_snapshot(request):
+    """一次查询返回全部实时指标(含角色)，各j2函数复用同一结果"""
+    env = request._run_ns
+    scope, org_filter = await _resolve_view(request)
+    today = env.curDateString()
+    async with get_sor_context(env, MODULE_NAME) as sor:
+        return await get_realtime_stats(sor, today, scope, org_filter)
+
+
 async def j2_realtime_calls(request):
     try:
-        env = request._run_ns
-        scope, org_filter = await _resolve_view(request)
-        today = env.curDateString()
-        async with get_sor_context(env, MODULE_NAME) as sor:
-            return await get_realtime_calls(sor, today, scope, org_filter)
+        s = await _get_realtime_snapshot(request)
+        return s.get('calls', 0)
     except Exception as e:
         debug("sage_datamart API error: " + str(e))
-
         return 0
 
 
 async def j2_realtime_amount(request):
     try:
-        env = request._run_ns
-        scope, org_filter = await _resolve_view(request)
-        today = env.curDateString()
-        async with get_sor_context(env, MODULE_NAME) as sor:
-            return await get_realtime_amount(sor, today, scope, org_filter)
+        s = await _get_realtime_snapshot(request)
+        return s.get('amount', 0)
     except Exception as e:
         debug("sage_datamart API error: " + str(e))
-
         return 0
 
 
@@ -285,22 +286,15 @@ async def j2_total_users(request):
             return await get_total_users_count(sor, scope, org_filter)
     except Exception as e:
         debug("sage_datamart API error: " + str(e))
-
         return 0
 
 
 async def j2_active_today(request):
     try:
-        env = request._run_ns
-        scope, org_filter = await _resolve_view(request)
-        today = env.curDateString()
-        async with get_sor_context(env, MODULE_NAME) as sor:
-            if scope == DISTRIBUTOR:
-                return await get_distributor_active_customers(sor, today, org_filter)
-            return await get_realtime_active_users(sor, today, scope, org_filter)
+        s = await _get_realtime_snapshot(request)
+        return s.get('active_users', 0)
     except Exception as e:
         debug("sage_datamart API error: " + str(e))
-
         return 0
 
 
@@ -310,33 +304,24 @@ async def j2_online_users(request):
         return await get_online_users(env)
     except Exception as e:
         debug("sage_datamart API error: " + str(e))
-
         return 0
 
 
 async def j2_scoped_success_rate(request):
     try:
-        env = request._run_ns
-        scope, org_filter = await _resolve_view(request)
-        today = env.curDateString()
-        async with get_sor_context(env, MODULE_NAME) as sor:
-            return await get_scoped_success_rate(sor, today, scope, org_filter)
+        s = await _get_realtime_snapshot(request)
+        return s.get('success_rate', 0)
     except Exception as e:
         debug("sage_datamart API error: " + str(e))
-
         return 0
 
 
 async def j2_scoped_fail_count(request):
     try:
-        env = request._run_ns
-        scope, org_filter = await _resolve_view(request)
-        today = env.curDateString()
-        async with get_sor_context(env, MODULE_NAME) as sor:
-            return await get_scoped_fail_count(sor, today, scope, org_filter)
+        s = await _get_realtime_snapshot(request)
+        return s.get('fail_count', 0)
     except Exception as e:
         debug("sage_datamart API error: " + str(e))
-
         return 0