diff --git a/src/app/(main)/dashboard/page.tsx b/src/app/(main)/dashboard/page.tsx
index 3fe8427..6fc1804 100644
--- a/src/app/(main)/dashboard/page.tsx
+++ b/src/app/(main)/dashboard/page.tsx
@@ -1,7 +1,7 @@
 'use client';
 
-import { useEffect, useMemo, useState } from 'react';
-import { Alert, Select, Spin, Tag, Tooltip, message } from 'antd';
+import { useEffect, useMemo, useState, type ReactNode } from 'react';
+import { Alert, App, Select, Spin, Tag, Tooltip } from 'antd';
 import { CalendarOutlined, InfoCircleOutlined } from '@ant-design/icons';
 import dayjs from 'dayjs';
 import { api } from '@/lib/api';
@@ -10,6 +10,8 @@ import type { AdRevenueReport, DashboardOverview } from '@/lib/types';
 type PeriodKey = 'yesterday' | '7d' | '30d';
 type TrendSeriesKey = 'dau' | 'newUsers' | 'comparisons';
 type DashboardTrendPoint = DashboardOverview['period']['trend'][number];
+type DeltaTone = 'muted' | 'up' | 'down' | 'flat';
+type DeltaInfo = { value: ReactNode; tone: DeltaTone };
 
 const PERIODS: { key: PeriodKey; label: string; days: number }[] = [
   { key: 'yesterday', label: '昨日', days: 1 },
@@ -35,6 +37,72 @@ const fmtYuan = (yuan: number | null | undefined) => (yuan == null ? '--' : `¥$
 const fmtMsAsSeconds = (ms: number | null | undefined) => (ms == null ? '--' : (ms / 1000).toFixed(1));
 const pct = (v: number | null | undefined) => (v == null ? '--' : `${(v * 100).toFixed(1)}%`);
 const compact = (v: number) => (v >= 1000 ? `${(v / 1000).toFixed(v >= 10000 ? 0 : 1)}k` : String(v));
+const fmtCoinAmount = (v: number | null | undefined) => {
+  if (v == null) return '--';
+  if (Math.abs(v) >= 10000) return `${(v / 10000).toFixed(2).replace(/\.?0+$/, '')} 万`;
+  return numberFmt.format(v);
+};
+const CMP_LABEL = 'vs 上周期';
+
+function withCompare(main: string) {
+  return (
+    <>
+      {main}
+      <span className="cmp">{CMP_LABEL}</span>
+    </>
+  );
+}
+
+function percentDelta(current: number | null | undefined, previous: number | null | undefined): DeltaInfo {
+  if (current == null || previous == null) return { value: '暂无上期', tone: 'flat' };
+  if (previous === 0) {
+    if (current === 0) return { value: withCompare('持平'), tone: 'flat' };
+    return { value: '上期为 0', tone: current > 0 ? 'up' : 'down' };
+  }
+  const diff = (current - previous) / Math.abs(previous);
+  if (Math.abs(diff) < 0.0005) return { value: withCompare('持平'), tone: 'flat' };
+  const arrow = diff > 0 ? '▲' : '▼';
+  return {
+    value: withCompare(`${arrow} ${(Math.abs(diff) * 100).toFixed(1)}%`),
+    tone: diff > 0 ? 'up' : 'down',
+  };
+}
+
+function pointDelta(current: number | null | undefined, previous: number | null | undefined): DeltaInfo {
+  if (current == null || previous == null) return { value: '暂无上期', tone: 'flat' };
+  const diff = (current - previous) * 100;
+  if (Math.abs(diff) < 0.05) return { value: withCompare('持平'), tone: 'flat' };
+  const arrow = diff > 0 ? '▲' : '▼';
+  return {
+    value: withCompare(`${arrow} ${Math.abs(diff).toFixed(1)}pt`),
+    tone: diff > 0 ? 'up' : 'down',
+  };
+}
+
+function durationDelta(currentMs: number | null | undefined, previousMs: number | null | undefined): DeltaInfo {
+  if (currentMs == null || previousMs == null) return { value: '暂无上期', tone: 'flat' };
+  const diffSeconds = (currentMs - previousMs) / 1000;
+  if (Math.abs(diffSeconds) < 0.05) return { value: withCompare('持平'), tone: 'flat' };
+  return diffSeconds < 0
+    ? { value: `▼ ${Math.abs(diffSeconds).toFixed(1)}s 更快`, tone: 'up' }
+    : { value: `▲ ${Math.abs(diffSeconds).toFixed(1)}s 更慢`, tone: 'down' };
+}
+
+function moneyDeltaCents(current: number | null | undefined, previous: number | null | undefined): DeltaInfo {
+  if (current == null || previous == null) return { value: '暂无上期', tone: 'flat' };
+  const diff = current - previous;
+  if (Math.abs(diff) < 0.5) return { value: withCompare('持平'), tone: 'flat' };
+  const arrow = diff > 0 ? '▲' : '▼';
+  return {
+    value: withCompare(`${arrow} ${fmtCents(Math.abs(diff))}`),
+    tone: diff > 0 ? 'up' : 'down',
+  };
+}
+
+function ratioBadge(value: number | null | undefined, total: number | null | undefined): DeltaInfo {
+  if (value == null || total == null || total <= 0) return { value: '占 --', tone: 'flat' };
+  return { value: `占 ${((value / total) * 100).toFixed(1)}%`, tone: 'flat' };
+}
 
 function periodRange(period: PeriodKey) {
   const p = PERIODS.find((it) => it.key === period) ?? PERIODS[0];
@@ -43,6 +111,12 @@ function periodRange(period: PeriodKey) {
   return { start, end, label: `${start.format('MM-DD')} ~ ${end.format('MM-DD')}`, days: p.days };
 }
 
+function previousPeriodRange(range: ReturnType<typeof periodRange>) {
+  const end = range.start.subtract(1, 'day');
+  const start = end.subtract(range.days - 1, 'day');
+  return { start, end, label: `${start.format('MM-DD')} ~ ${end.format('MM-DD')}` };
+}
+
 function retentionTitle(period: PeriodKey) {
   if (period === '7d') return '近 7 日新增留存';
   if (period === '30d') return '近 30 日新增留存';
@@ -92,6 +166,16 @@ function sceneAdEcpm(summary: ReturnType<typeof adSceneSummary>) {
   return fmtYuan((summary.revenue_yuan / summary.impressions) * 1000);
 }
 
+function cpsCommissionCents(data: DashboardOverview | null | undefined) {
+  if (!data?.cps.available) return null;
+  return (data.cps.meituan_commission_cents ?? 0) + (data.cps.jd_commission_cents ?? 0);
+}
+
+function revenueYuan(ad: AdRevenueReport | null | undefined, cpsCents: number | null | undefined) {
+  if (ad?.total_revenue_yuan == null && cpsCents == null) return null;
+  return (ad?.total_revenue_yuan ?? 0) + ((cpsCents ?? 0) / 100);
+}
+
 function niceMax(v: number) {
   if (v <= 5) return 5;
   if (v <= 10) return 10;
@@ -99,7 +183,7 @@ function niceMax(v: number) {
   return Math.ceil(v / base) * base;
 }
 
-function StatusText({ children, tone = 'muted' }: { children: React.ReactNode; tone?: 'muted' | 'ok' | 'warn' }) {
+function StatusText({ children, tone = 'muted' }: { children: ReactNode; tone?: 'muted' | 'ok' | 'warn' }) {
   return <span className={`status status-${tone}`}>{children}</span>;
 }
 
@@ -107,8 +191,8 @@ function DeltaBadge({
   children,
   tone = 'muted',
 }: {
-  children: React.ReactNode;
-  tone?: 'muted' | 'up' | 'down';
+  children: ReactNode;
+  tone?: DeltaTone;
 }) {
   return <span className={`delta delta-${tone}`}>{children}</span>;
 }
@@ -116,11 +200,15 @@ function DeltaBadge({
 function MiniSpark({
   color = '#2F6BFF',
   down,
+  flat,
 }: {
   color?: string;
   down?: boolean;
+  flat?: boolean;
 }) {
-  const points = down
+  const points = flat
+    ? '0,16 13,16 26,15 39,16 52,15 65,16 78,15'
+    : down
     ? '0,8 13,10 26,9 39,14 52,12 65,18 78,20'
     : '0,24 13,22 26,20 39,15 52,13 65,8 78,5';
   return (
@@ -149,9 +237,9 @@ function StatCard({
   status?: string;
   tone?: 'muted' | 'ok' | 'warn';
   emphasis?: boolean;
-  spark?: 'up' | 'down';
-  delta?: string;
-  deltaTone?: 'muted' | 'up' | 'down';
+  spark?: 'up' | 'down' | 'flat';
+  delta?: ReactNode;
+  deltaTone?: DeltaTone;
 }) {
   return (
     <div className={`stat-card${emphasis ? ' stat-card-emphasis' : ''}`}>
@@ -168,7 +256,13 @@ function StatCard({
           {value}
           {unit && value !== '--' && <span>{unit}</span>}
         </div>
-        {spark && <MiniSpark color={spark === 'down' ? '#EF4444' : '#2F6BFF'} down={spark === 'down'} />}
+        {spark && (
+          <MiniSpark
+            color={spark === 'down' ? '#EF4444' : '#2F6BFF'}
+            down={spark === 'down'}
+            flat={spark === 'flat'}
+          />
+        )}
       </div>
       {delta ? <DeltaBadge tone={deltaTone}>{delta}</DeltaBadge> : status && <StatusText tone={tone}>{status}</StatusText>}
     </div>
@@ -181,18 +275,20 @@ function RevenueCard({
   meta,
   accent,
   delta,
+  deltaTone = 'up',
 }: {
   title: string;
   value: string;
   meta?: { label: string; value: string }[];
-  accent?: 'blue' | 'green' | 'yellow' | 'red';
-  delta?: string;
+  accent?: 'blue' | 'green' | 'yellow' | 'red' | 'jd';
+  delta?: ReactNode;
+  deltaTone?: DeltaTone;
 }) {
   return (
     <div className={`revenue-card ${accent ? `rev-${accent}` : ''}`}>
       <div className="revenue-top">
         <div className="revenue-tag">{title}</div>
-        {delta && <DeltaBadge tone="up">{delta}</DeltaBadge>}
+        {delta && <DeltaBadge tone={deltaTone}>{delta}</DeltaBadge>}
       </div>
       <div className="revenue-value">{value}</div>
       {meta && meta.length > 0 && (
@@ -349,9 +445,12 @@ function TrendChart({ rangeLabel, points }: { rangeLabel: string; points: Dashbo
 }
 
 export default function DashboardPage() {
+  const { message } = App.useApp();
   const [period, setPeriod] = useState<PeriodKey>('yesterday');
   const [data, setData] = useState<DashboardOverview | null>(null);
+  const [previousData, setPreviousData] = useState<DashboardOverview | null>(null);
   const [adReport, setAdReport] = useState<AdRevenueReport | null>(null);
+  const [previousAdReport, setPreviousAdReport] = useState<AdRevenueReport | null>(null);
   const [loading, setLoading] = useState(true);
   const [adLoading, setAdLoading] = useState(false);
   const [overviewError, setOverviewError] = useState<string | null>(null);
@@ -361,7 +460,9 @@ export default function DashboardPage() {
   const [cpsSyncing, setCpsSyncing] = useState(false);
 
   const range = useMemo(() => periodRange(period), [period]);
+  const previousRange = useMemo(() => previousPeriodRange(range), [range]);
   const periodData = data?.period ?? null;
+  const previousPeriodData = previousData?.period ?? null;
   const adAvgEcpm = avgEcpm(adReport);
   const rewardVideoAdSummary = adTypeSummary(adReport, 'reward_video');
   const couponAdSummary = adSceneSummary(adReport, 'coupon');
@@ -381,44 +482,84 @@ export default function DashboardPage() {
   const regularTaskCoinTotal =
     periodData?.coins.regular_task_coin_total ??
     ((signinCoinTotal ?? 0) + (signinBoostCoinTotal ?? 0) + (taskCoinTotal ?? 0));
-  const cpsCommissionCents = data?.cps.meituan_commission_cents;
   const cpsAvailable = data?.cps.available === true;
-  const totalRevenueYuan =
-    adReport?.total_revenue_yuan == null && (!cpsAvailable || cpsCommissionCents == null)
-      ? null
-      : (adReport?.total_revenue_yuan ?? 0) + (cpsAvailable ? (cpsCommissionCents ?? 0) / 100 : 0);
+  const meituanCpsCommissionCents = data?.cps.meituan_commission_cents;
+  const jdCpsCommissionCents = data?.cps.jd_commission_cents;
+  const totalCpsCommissionCents = cpsCommissionCents(data);
+  const previousTotalCpsCommissionCents = cpsCommissionCents(previousData);
+  const totalRevenueYuan = revenueYuan(adReport, totalCpsCommissionCents);
+  const previousTotalRevenueYuan = revenueYuan(previousAdReport, previousTotalCpsCommissionCents);
   const yesterdayTrendPoint = periodData?.trend?.[periodData.trend.length - 1];
   const yesterdayActiveUsers = yesterdayTrendPoint?.active_users ?? null;
   const arpuYuan =
     totalRevenueYuan == null || yesterdayActiveUsers == null || yesterdayActiveUsers <= 0
       ? null
       : totalRevenueYuan / yesterdayActiveUsers;
-  const cpsRevenueText = cpsAvailable ? fmtCents(cpsCommissionCents) : '--';
+  const cpsRevenueText = cpsAvailable ? fmtCents(totalCpsCommissionCents) : '--';
+  const meituanCpsRevenueText = cpsAvailable ? fmtCents(meituanCpsCommissionCents) : '--';
+  const jdCpsRevenueText = cpsAvailable ? fmtCents(jdCpsCommissionCents) : '--';
   const cpsHitRate = !cpsAvailable || data?.cps.meituan_hit_rate == null ? '--' : pct(data.cps.meituan_hit_rate);
   const retentionValue =
     periodData?.users.retention_rate == null
       ? '--'
       : (periodData.users.retention_rate * 100).toFixed(1);
+  const activeUserDelta = percentDelta(periodData?.users.active, previousPeriodData?.users.active);
+  const newUserDelta = percentDelta(periodData?.users.new, previousPeriodData?.users.new);
+  const retentionDelta = pointDelta(periodData?.users.retention_rate, previousPeriodData?.users.retention_rate);
+  const retentionSpark: 'up' | 'down' | 'flat' | undefined =
+    periodData?.users.retention_rate == null
+      ? undefined
+      : retentionDelta.tone === 'down'
+      ? 'down'
+      : retentionDelta.tone === 'up' || periodData.users.retention_rate >= 1
+      ? 'up'
+      : 'flat';
+  const comparisonTotalDelta = percentDelta(periodData?.comparison.total, previousPeriodData?.comparison.total);
+  const comparisonSuccessDelta = percentDelta(periodData?.comparison.success, previousPeriodData?.comparison.success);
+  const comparisonOrderedDelta = percentDelta(periodData?.comparison.ordered, previousPeriodData?.comparison.ordered);
+  const durationDeltaInfo = durationDelta(
+    periodData?.comparison.average_duration_ms,
+    previousPeriodData?.comparison.average_duration_ms,
+  );
+  const averageSavedDelta = moneyDeltaCents(
+    periodData?.comparison.average_saved_cents,
+    previousPeriodData?.comparison.average_saved_cents,
+  );
+  const totalRevenueDelta = percentDelta(totalRevenueYuan, previousTotalRevenueYuan);
+  const adRevenueDelta = percentDelta(adReport?.total_revenue_yuan, previousAdReport?.total_revenue_yuan);
+  const cpsRevenueDelta = percentDelta(totalCpsCommissionCents, previousTotalCpsCommissionCents);
+  const grantedCoinDelta = percentDelta(periodData?.coins.granted_total, previousPeriodData?.coins.granted_total);
+  const couponCoinRatio = ratioBadge(couponRewardCoinTotal, periodData?.coins.granted_total);
+  const comparisonCoinRatio = ratioBadge(comparisonRewardCoinTotal, periodData?.coins.granted_total);
+  const rewardVideoCoinRatio = ratioBadge(periodData?.coins.reward_video_coin_total, periodData?.coins.granted_total);
+  const regularTaskCoinRatio = ratioBadge(regularTaskCoinTotal, periodData?.coins.granted_total);
 
   useEffect(() => {
     let alive = true;
     setLoading(true);
     setOverviewError(null);
-    api
-      .get<DashboardOverview>('/admin/api/stats/overview', {
-        params: {
-          date_from: range.start.format('YYYY-MM-DD'),
-          date_to: range.end.format('YYYY-MM-DD'),
-        },
-      })
-      .then((r) => {
+    const currentParams = {
+      date_from: range.start.format('YYYY-MM-DD'),
+      date_to: range.end.format('YYYY-MM-DD'),
+    };
+    const previousParams = {
+      date_from: previousRange.start.format('YYYY-MM-DD'),
+      date_to: previousRange.end.format('YYYY-MM-DD'),
+    };
+    Promise.allSettled([
+      api.get<DashboardOverview>('/admin/api/stats/overview', { params: currentParams }),
+      api.get<DashboardOverview>('/admin/api/stats/overview', { params: previousParams }),
+    ])
+      .then(([current, previous]) => {
         if (!alive) return;
-        setData(r.data);
-        setUpdatedAt(dayjs().format('YYYY-MM-DD HH:mm'));
-      })
-      .catch(() => {
-        if (!alive) return;
-        setOverviewError('总览接口加载失败');
+        if (current.status === 'fulfilled') {
+          setData(current.value.data);
+          setUpdatedAt(dayjs().format('YYYY-MM-DD HH:mm'));
+        } else {
+          setData(null);
+          setOverviewError('总览接口加载失败');
+        }
+        setPreviousData(previous.status === 'fulfilled' ? previous.value.data : null);
       })
       .finally(() => {
         if (alive) setLoading(false);
@@ -426,29 +567,37 @@ export default function DashboardPage() {
     return () => {
       alive = false;
     };
-  }, [range.start, range.end, refreshKey]);
+  }, [range.start, range.end, previousRange.start, previousRange.end, refreshKey]);
 
   useEffect(() => {
     let alive = true;
     setAdLoading(true);
     setAdError(null);
-    api
-      .get<AdRevenueReport>('/admin/api/ad-revenue-report', {
-        params: {
-          date_from: range.start.format('YYYY-MM-DD'),
-          date_to: range.end.format('YYYY-MM-DD'),
-          granularity: 'day',
-          limit: 1000,
-        },
-      })
-      .then((r) => {
+    const currentParams = {
+      date_from: range.start.format('YYYY-MM-DD'),
+      date_to: range.end.format('YYYY-MM-DD'),
+      granularity: 'day',
+      limit: 1000,
+    };
+    const previousParams = {
+      date_from: previousRange.start.format('YYYY-MM-DD'),
+      date_to: previousRange.end.format('YYYY-MM-DD'),
+      granularity: 'day',
+      limit: 1000,
+    };
+    Promise.allSettled([
+      api.get<AdRevenueReport>('/admin/api/ad-revenue-report', { params: currentParams }),
+      api.get<AdRevenueReport>('/admin/api/ad-revenue-report', { params: previousParams }),
+    ])
+      .then(([current, previous]) => {
         if (!alive) return;
-        setAdReport(r.data);
-      })
-      .catch(() => {
-        if (!alive) return;
-        setAdReport(null);
-        setAdError('广告收益接口加载失败');
+        if (current.status === 'fulfilled') {
+          setAdReport(current.value.data);
+        } else {
+          setAdReport(null);
+          setAdError('广告收益接口加载失败');
+        }
+        setPreviousAdReport(previous.status === 'fulfilled' ? previous.value.data : null);
       })
       .finally(() => {
         if (alive) setAdLoading(false);
@@ -456,7 +605,7 @@ export default function DashboardPage() {
     return () => {
       alive = false;
     };
-  }, [range.start, range.end]);
+  }, [range.start, range.end, previousRange.start, previousRange.end]);
 
   if (loading) return <Spin style={{ display: 'block', marginTop: 80 }} />;
 
@@ -464,7 +613,7 @@ export default function DashboardPage() {
     return <Alert type="error" showIcon message={overviewError ?? '数据大盘加载失败'} />;
   }
 
-  const syncMeituanCps = async () => {
+  const syncCpsOrders = async () => {
     setCpsSyncing(true);
     try {
       const resp = await api.post<{
@@ -476,12 +625,13 @@ export default function DashboardPage() {
         params: {
           date_from: range.start.format('YYYY-MM-DD'),
           date_to: range.end.format('YYYY-MM-DD'),
+          platform: 'all',
         },
       });
       message.success(`已同步 ${resp.data.fetched} 单`);
       setRefreshKey((v) => v + 1);
     } catch {
-      message.error('美团订单刷新失败');
+      message.error('CPS 订单刷新失败');
     } finally {
       setCpsSyncing(false);
     }
@@ -527,20 +677,20 @@ export default function DashboardPage() {
           <h3>核心趋势</h3>
           <span>先看用户、留存与比价活跃度</span>
         </div>
-        <div className="grid g5">
-          <StatCard title="总用户" value={fmtInt(data.users.total)} status="累计用户数" tone="ok" spark="up" />
+        <div className="grid g4">
           <StatCard
             title="活跃用户"
             value={fmtInt(periodData?.users.active)}
-            status="本期活跃去重"
-            tone="ok"
-            hint="当前按本期内进入 App、完成比价记录、开始领券流程任一满足去重；未完成上报的比价开始事件待后续补埋点。"
+            delta={activeUserDelta.value}
+            deltaTone={activeUserDelta.tone}
+            hint="当前按本期内登录、开始比价、开始领券任一满足去重；比价按 real_compare_start，领券按 real_coupon_start/claim_started。"
             spark="up"
           />
           <StatCard
             title="新增用户"
             value={fmtInt(periodData?.users.new)}
-            status="本期新用户"
+            delta={newUserDelta.value}
+            deltaTone={newUserDelta.tone}
             hint="当前按注册时间落在所选日期范围统计；若产品要按首次进入 App/首次流程启动定义新增，需要补首次行为聚合。"
             spark="up"
           />
@@ -548,16 +698,16 @@ export default function DashboardPage() {
             title={retentionTitle(period)}
             value={retentionValue}
             unit="%"
-            status={`${fmtInt(periodData?.users.retained_new_users)} / ${fmtInt(periodData?.users.new)} 新用户`}
-            tone="warn"
+            delta={retentionDelta.value}
+            deltaTone={retentionDelta.tone}
             hint={periodData?.users.retention_note ?? '暂无留存数据'}
-            spark="down"
+            spark={retentionSpark}
           />
           <StatCard
             title="比价次数"
             value={fmtInt(periodData?.comparison.total)}
-            status="本期比价次数"
-            tone="muted"
+            delta={comparisonTotalDelta.value}
+            deltaTone={comparisonTotalDelta.tone}
             spark="up"
           />
         </div>
@@ -571,23 +721,43 @@ export default function DashboardPage() {
           <span>发起、成功、下单与效率</span>
         </div>
         <div className="grid g5">
-          <StatCard title="发起比价" value={fmtInt(periodData?.comparison.total)} unit="次" status="本期发起次数" />
-          <StatCard title="比价成功" value={fmtInt(periodData?.comparison.success)} unit="次" status={pct(compareSuccessRate)} tone="ok" />
+          <StatCard
+            title="发起比价"
+            value={fmtInt(periodData?.comparison.total)}
+            unit="次"
+            delta={comparisonTotalDelta.value}
+            deltaTone={comparisonTotalDelta.tone}
+          />
+          <StatCard
+            title="比价成功"
+            value={fmtInt(periodData?.comparison.success)}
+            unit="次"
+            delta={comparisonSuccessDelta.value}
+            deltaTone={comparisonSuccessDelta.tone}
+            hint={`当前成功率 ${pct(compareSuccessRate)}`}
+          />
           <StatCard
             title="成功下单"
             value={fmtInt(periodData?.comparison.ordered)}
             unit="单"
-            status="已下单记录"
+            delta={comparisonOrderedDelta.value}
+            deltaTone={comparisonOrderedDelta.tone}
             hint="按比价记录页同一口径：用户有通过比价产生的下单记录，且店名与比价记录店名一致，则这条比价记录记为已下单。"
           />
           <StatCard
             title="平均耗时"
             value={fmtMsAsSeconds(averageDurationMs)}
             unit="秒"
-            status={averageDurationMs == null ? '暂无耗时数据' : '本期平均耗时'}
+            delta={durationDeltaInfo.value}
+            deltaTone={durationDeltaInfo.tone}
             hint="按比价记录页同一口径：取所选日期范围内已上报耗时的比价记录，求平均后换算为秒。"
           />
-          <StatCard title="平均节省金额" value={fmtCents(periodData?.comparison.average_saved_cents)} status="有节省的成功比价" />
+          <StatCard
+            title="平均节省金额"
+            value={fmtCents(periodData?.comparison.average_saved_cents)}
+            delta={averageSavedDelta.value}
+            deltaTone={averageSavedDelta.tone}
+          />
         </div>
       </section>
 
@@ -597,7 +767,7 @@ export default function DashboardPage() {
           <h3>变现</h3>
           <span>
             {cpsAvailable
-              ? (adError ? '广告收益接口当前后端不可用，美团 CPS 已接入' : '广告收益与美团 CPS 已接入')
+              ? (adError ? '广告收益接口当前后端不可用，美团/京东 CPS 已接入' : '广告收益与美团/京东 CPS 已接入')
               : (adError ? '广告收益接口当前后端不可用，订单/佣金数据待接' : '广告收益已接入，订单/佣金数据待接')}
           </span>
         </div>
@@ -607,6 +777,8 @@ export default function DashboardPage() {
             title="总收入"
             value={adLoading ? '--' : fmtYuan(totalRevenueYuan)}
             accent="blue"
+            delta={totalRevenueDelta.value}
+            deltaTone={totalRevenueDelta.tone}
             meta={[
               { label: '广告收入', value: adLoading ? '--' : fmtYuan(adReport?.total_revenue_yuan) },
               { label: 'CPS 收入', value: cpsRevenueText },
@@ -615,38 +787,58 @@ export default function DashboardPage() {
           <RevenueCard
             title="广告收入"
             value={adLoading ? '--' : fmtYuan(adReport?.total_revenue_yuan)}
-            meta={[{ label: '展示数', value: adLoading ? '--' : fmtInt(adReport?.total_impressions) }]}
+            delta={adRevenueDelta.value}
+            deltaTone={adRevenueDelta.tone}
+            meta={[
+              {
+                label: '占总收入',
+                value:
+                  totalRevenueYuan && totalRevenueYuan > 0 && adReport?.total_revenue_yuan != null
+                    ? `${((adReport.total_revenue_yuan / totalRevenueYuan) * 100).toFixed(1)}%`
+                    : '--',
+              },
+            ]}
           />
           <RevenueCard
             title="CPS 收入"
             value={cpsRevenueText}
-            meta={[{ label: '来源', value: cpsAvailable ? '美团已接，淘宝/京东暂空' : '订单/佣金待接' }]}
+            delta={cpsRevenueDelta.value}
+            deltaTone={cpsRevenueDelta.tone}
+            meta={[
+              {
+                label: '占总收入',
+                value:
+                  totalRevenueYuan && totalRevenueYuan > 0 && totalCpsCommissionCents != null
+                    ? `${(((totalCpsCommissionCents / 100) / totalRevenueYuan) * 100).toFixed(1)}%`
+                    : '--',
+              },
+            ]}
           />
           <RevenueCard
             title="ARPU"
             value={adLoading ? '--' : fmtYuan(arpuYuan)}
             meta={[
-              { label: '口径', value: '收入 / 活跃用户' },
-              { label: 'ARPPU', value: '待确认付费用户口径' },
+              { label: '口径', value: '总收入 / 昨日活跃用户' },
+              { label: '分母', value: yesterdayActiveUsers == null ? '--' : `${fmtInt(yesterdayActiveUsers)} 人` },
             ]}
           />
         </div>
 
         <div className="sub-label cps-sub-label">
           <span>CPS 收益</span>
-          <button type="button" onClick={syncMeituanCps} disabled={cpsSyncing}>
-            {cpsSyncing ? '刷新中' : '刷新美团订单'}
+          <button type="button" onClick={syncCpsOrders} disabled={cpsSyncing}>
+            {cpsSyncing ? '刷新中' : '刷新 CPS 订单'}
           </button>
         </div>
         <div className="grid g4">
           <RevenueCard
             title="总 CPS 收益"
             value={cpsRevenueText}
-            meta={[{ label: '来源', value: cpsAvailable ? '美团订单佣金，淘宝/京东暂空' : '订单/佣金待接' }]}
+            meta={[{ label: '来源', value: cpsAvailable ? '美团+京东订单佣金，淘宝暂未接入' : '订单/佣金待接' }]}
           />
           <RevenueCard
             title="美团 CPS"
-            value={cpsRevenueText}
+            value={meituanCpsRevenueText}
             meta={[
               { label: '订单量', value: cpsAvailable ? fmtInt(data?.cps.meituan_order_count) : '待订单数据' },
               {
@@ -658,8 +850,16 @@ export default function DashboardPage() {
             ]}
             accent="yellow"
           />
-          <RevenueCard title="淘宝 CPS" value="--" meta={[{ label: '状态', value: '后续接入后填写' }]} accent="red" />
-          <RevenueCard title="京东 CPS" value="--" meta={[{ label: '状态', value: '后续接入后填写' }]} accent="red" />
+          <RevenueCard title="淘宝 CPS" value="--" meta={[{ label: '状态', value: '暂未接入' }]} accent="red" />
+          <RevenueCard
+            title="京东 CPS"
+            value={jdCpsRevenueText}
+            meta={[
+              { label: '有效订单', value: cpsAvailable ? fmtInt(data?.cps.jd_order_count) : '待订单数据' },
+              { label: '无效订单', value: cpsAvailable ? fmtInt(data?.cps.jd_invalid_count ?? 0) : '待订单数据' },
+            ]}
+            accent="jd"
+          />
         </div>
 
         <div className="sub-label">广告收益</div>
@@ -705,32 +905,58 @@ export default function DashboardPage() {
           <span className="bar" />
           <h3>金币经济</h3>
           <Tag color="warning">风控重点</Tag>
-          <span>发放是账面负债，提现是真实现金成本</span>
+          <span>发放 = 平台负债，提现 = 真实现金成本</span>
         </div>
         <div className="grid g6">
-          <StatCard title="本期发放金币" value={fmtInt(periodData?.coins.granted_total)} status="本期发放合计" />
+          <StatCard
+            title="本期发放金币"
+            value={fmtInt(periodData?.coins.granted_total)}
+            delta={grantedCoinDelta.value}
+            deltaTone={grantedCoinDelta.tone}
+            emphasis
+          />
           <StatCard
             title="领券奖励金币"
             value={fmtInt(couponRewardCoinTotal)}
-            status="领券相关发放"
+            delta={couponCoinRatio.value}
+            deltaTone={couponCoinRatio.tone}
           />
           <StatCard
             title="比价奖励金币"
             value={fmtInt(comparisonRewardCoinTotal)}
-            status="比价相关发放"
+            delta={comparisonCoinRatio.value}
+            deltaTone={comparisonCoinRatio.tone}
+          />
+          <StatCard
+            title="激励视频金币"
+            value={fmtInt(periodData?.coins.reward_video_coin_total)}
+            delta={rewardVideoCoinRatio.value}
+            deltaTone={rewardVideoCoinRatio.tone}
+            hint="激励视频金币已按产品口径计入领券奖励金币，这里单独展示来源占比。"
           />
-          <StatCard title="激励视频金币" value="--" status="并入领券奖励" />
           <StatCard
             title="常规任务金币"
             value={fmtInt(regularTaskCoinTotal)}
-            status="任务等发放"
+            delta={regularTaskCoinRatio.value}
+            deltaTone={regularTaskCoinRatio.tone}
+          />
+          <StatCard
+            title="本期提现金额"
+            value={fmtCents(periodData?.cash.withdraw_success_cents)}
+            delta="实付现金"
+            deltaTone="flat"
           />
-          <StatCard title="本期提现金额" value={fmtCents(periodData?.cash.withdraw_success_cents)} status="成功提现" />
         </div>
         <div className="risk-note">
-          本期已发放 {fmtInt(periodData?.coins.granted_total)} 金币，成功提现 {fmtCents(periodData?.cash.withdraw_success_cents)}；
-          累计已发放 {fmtInt(data.coins.granted_total)} 金币，累计成功提现 {fmtCents(data.cash.withdraw_success_cents)}。
-          金币分类已按产品口径归类；邀请、后台手动加金币、福利页广告、无法判断来源的广告不进入上述分类。
+          ⚠️
+          <div>
+            本期 4 项奖励合计发放 <b>{fmtCoinAmount(periodData?.coins.granted_total)}</b> 金币
+            （账面负债 ≈ <b>{fmtYuan((periodData?.coins.granted_total ?? 0) / 1000)}</b>），
+            实际提现兑付 <b>{fmtCents(periodData?.cash.withdraw_success_cents)}</b>。
+            累计已发放 <b>{fmtCoinAmount(data.coins.granted_total)}</b> 金币但累计真实提现仅
+            <b>{fmtCents(data.cash.withdraw_success_cents)}</b>，发放与现金兑付背离属正常（金币沉淀/过期）；
+            需盯紧各来源占比突变与异常领取，防薅羊毛。
+          </div>
         </div>
       </section>
 
@@ -772,7 +998,7 @@ export default function DashboardPage() {
           --coin: #ffb300;
           --p-mt-waimai: #ffc300;
           --p-taobao: #ff4400;
-          --p-jd: #e1251b;
+          --p-jd: #b91c1c;
           --radius: 10px;
           --shadow: 0 1px 2px rgba(16, 24, 40, 0.04), 0 1px 3px rgba(16, 24, 40, 0.04);
           color: var(--ink);
@@ -967,10 +1193,17 @@ export default function DashboardPage() {
           font-weight: 600;
         }
         .status-muted,
-        .delta-muted {
+        .delta-muted,
+        .delta-flat {
           color: var(--ink-3);
           background: #f1f3f7;
         }
+        .delta .cmp {
+          margin-left: 3px;
+          color: var(--ink-3);
+          font-family: -apple-system, BlinkMacSystemFont, "PingFang SC", "Helvetica Neue", Arial, sans-serif;
+          font-weight: 400;
+        }
         .status-ok,
         .delta-up {
           color: var(--up);
@@ -1144,6 +1377,10 @@ export default function DashboardPage() {
           background: var(--p-taobao);
           color: #fff;
         }
+        .rev-jd .revenue-tag {
+          background: var(--p-jd);
+          color: #fff;
+        }
         .revenue-value {
           color: var(--ink);
           font-family: "DIN Alternate", "Helvetica Neue", sans-serif;
diff --git a/src/lib/types.ts b/src/lib/types.ts
index c3a95c9..05e79a8 100644
--- a/src/lib/types.ts
+++ b/src/lib/types.ts
@@ -537,6 +537,11 @@ export interface DashboardOverview {
     meituan_miss_count: number;
     meituan_unknown_rate_count: number;
     meituan_hit_rate: number | null;
+    jd_order_count?: number;
+    jd_commission_cents?: number;
+    jd_actual_commission_cents?: number;
+    jd_estimated_commission_cents?: number;
+    jd_invalid_count?: number;
   };
 }