diff --git a/src/pages/ConfigPanel.tsx b/src/pages/ConfigPanel.tsx
index 59a2fcd..6d3e448 100644
--- a/src/pages/ConfigPanel.tsx
+++ b/src/pages/ConfigPanel.tsx
@@ -670,10 +670,9 @@ export function ConfigPanelPage() {
                   <button
                     type="button"
                     className="secondary-button compact-button"
-                    disabled={controlsDisabled}
-                    onClick={generateManagementSecret}
-                  >
-                    <Sparkles size={16} aria-hidden="true" />
+                  disabled={controlsDisabled}
+                  onClick={generateManagementSecret}
+                >
                     {t('config.webuiKey.generate')}
                   </button>
                   <button
diff --git a/src/pages/UsageRecordsPage.tsx b/src/pages/UsageRecordsPage.tsx
index 85575f3..9b9c482 100644
--- a/src/pages/UsageRecordsPage.tsx
+++ b/src/pages/UsageRecordsPage.tsx
@@ -3,6 +3,7 @@ import { invoke } from '@tauri-apps/api/core';
 import { listen } from '@tauri-apps/api/event';
 import { Activity, BarChart3, CircleDollarSign, Clock3, Database, List, Pencil, RefreshCw, ShieldCheck, Sparkles, Trash2, TriangleAlert, X } from 'lucide-react';
 import { getCurrentLocale, useI18n } from '../i18n';
+import { formatUsageNumber } from '../services/usageNumber';
 
 type UsageTab = 'overview' | 'analysis' | 'events' | 'pricing';
 type UsageRange = '4h' | '24h' | 'today' | '7d' | '30d' | 'all' | 'custom';
@@ -190,10 +191,7 @@ const rangeQuery = (range: UsageRange, customStart: string, customEnd: string):
   return { start: new Date(now.getTime() - hours * 3_600_000).toISOString(), end: now.toISOString() };
 };
 
-const compactNumber = (value: number) => new Intl.NumberFormat(getCurrentLocale(), {
-  notation: value >= 10_000 ? 'compact' : 'standard',
-  maximumFractionDigits: 1,
-}).format(Number.isFinite(value) ? value : 0);
+const compactNumber = (value: number) => formatUsageNumber(value, getCurrentLocale());
 
 const formatUsd = (value: number) => {
   const amount = Number.isFinite(value) ? value : 0;
diff --git a/src/services/usageNumber.ts b/src/services/usageNumber.ts
new file mode 100644
index 0000000..15ac5fb
--- /dev/null
+++ b/src/services/usageNumber.ts
@@ -0,0 +1,16 @@
+const MILLION = 1_000_000;
+const BILLION = 1_000_000_000;
+
+export const formatUsageNumber = (value: number, locale: string) => {
+  const amount = Number.isFinite(value) ? value : 0;
+  const absolute = Math.abs(amount);
+  const roundedMillions = Math.round((absolute / MILLION) * 10) / 10;
+  const useBillions = absolute >= BILLION || roundedMillions >= 1_000;
+  const divisor = useBillions ? BILLION : absolute >= MILLION ? MILLION : 1;
+  const unit = useBillions ? 'B' : absolute >= MILLION ? 'M' : '';
+  const formatted = new Intl.NumberFormat(locale, {
+    maximumFractionDigits: divisor === 1 ? 0 : 1,
+  }).format(amount / divisor);
+
+  return `${formatted}${unit}`;
+};
diff --git a/tests/usageNumber.test.ts b/tests/usageNumber.test.ts
new file mode 100644
index 0000000..9f34b47
--- /dev/null
+++ b/tests/usageNumber.test.ts
@@ -0,0 +1,17 @@
+import { describe, expect, test } from 'bun:test';
+import { formatUsageNumber } from '../src/services/usageNumber';
+
+describe('使用统计数量单位', () => {
+  test('百万以下保持普通数字格式', () => {
+    expect(formatUsageNumber(999_999, 'en-US')).toBe('999,999');
+    expect(formatUsageNumber(Number.NaN, 'en-US')).toBe('0');
+  });
+
+  test('百万级使用 M 并在达到阈值时自动切换为 B', () => {
+    expect(formatUsageNumber(1_000_000, 'en-US')).toBe('1M');
+    expect(formatUsageNumber(12_340_000, 'en-US')).toBe('12.3M');
+    expect(formatUsageNumber(999_949_999, 'en-US')).toBe('999.9M');
+    expect(formatUsageNumber(999_950_000, 'en-US')).toBe('1B');
+    expect(formatUsageNumber(1_250_000_000, 'en-US')).toBe('1.3B');
+  });
+});