diff --git a/backend/cmd/server/VERSION b/backend/cmd/server/VERSION
index f0c65691..01eddd22 100644
--- a/backend/cmd/server/VERSION
+++ b/backend/cmd/server/VERSION
@@ -1 +1 @@
-0.1.110.31
+0.1.110.34
diff --git a/backend/internal/service/balance_notify_service.go b/backend/internal/service/balance_notify_service.go
index a392a13e..f5abbacc 100644
--- a/backend/internal/service/balance_notify_service.go
+++ b/backend/internal/service/balance_notify_service.go
@@ -115,13 +115,18 @@ type quotaDim struct {
 	limit         float64
 }
 
-// resolvedThreshold returns the effective threshold value.
-// For percentage type, it computes threshold = limit * percentage / 100.
+// resolvedThreshold converts the user-facing "remaining" threshold into a usage-based trigger point.
+// The threshold represents how much quota REMAINS when the alert fires:
+//   - Fixed ($): threshold=400, limit=1000 → fires when usage reaches 600 (remaining drops to 400)
+//   - Percentage (%): threshold=30, limit=1000 → fires when usage reaches 700 (remaining drops to 30%)
 func (d quotaDim) resolvedThreshold() float64 {
-	if d.thresholdType == thresholdTypePercentage && d.limit > 0 {
-		return d.limit * d.threshold / 100
+	if d.limit <= 0 {
+		return 0
 	}
-	return d.threshold
+	if d.thresholdType == thresholdTypePercentage {
+		return d.limit * (1 - d.threshold/100)
+	}
+	return d.limit - d.threshold
 }
 
 // buildQuotaDims returns the three quota dimensions for notification checking.
diff --git a/frontend/src/components/account/QuotaNotifyToggle.vue b/frontend/src/components/account/QuotaNotifyToggle.vue
index c7583a01..23979638 100644
--- a/frontend/src/components/account/QuotaNotifyToggle.vue
+++ b/frontend/src/components/account/QuotaNotifyToggle.vue
@@ -1,8 +1,4 @@
 <script setup lang="ts">
-import { useI18n } from 'vue-i18n'
-
-const { t } = useI18n()
-
 defineProps<{
   enabled: boolean | null
   threshold: number | null
@@ -14,15 +10,10 @@ const emit = defineEmits<{
   'update:threshold': [value: number | null]
   'update:thresholdType': [value: string | null]
 }>()
-
-function toggleType(current: string | null) {
-  emit('update:thresholdType', current === 'percentage' ? 'fixed' : 'percentage')
-}
 </script>
 
 <template>
-  <div class="flex items-center gap-2">
-    <label class="text-sm text-gray-500 whitespace-nowrap">{{ t('admin.accounts.quotaNotify.alert') }}</label>
+  <div class="flex items-center gap-1.5">
     <button
       type="button"
       @click="emit('update:enabled', !enabled)"
@@ -39,38 +30,23 @@ function toggleType(current: string | null) {
       />
     </button>
     <template v-if="enabled">
-      <button
-        type="button"
-        class="px-1.5 py-0.5 text-xs font-medium rounded border transition-colors"
-        :class="(!thresholdType || thresholdType === 'fixed') ? 'bg-primary-100 text-primary-700 border-primary-300 dark:bg-primary-900/30 dark:text-primary-400 dark:border-primary-700' : 'bg-gray-100 text-gray-500 border-gray-200 dark:bg-dark-600 dark:text-gray-400 dark:border-dark-500'"
-        @click="toggleType(thresholdType)"
+      <input
+        :value="threshold"
+        @input="emit('update:threshold', parseFloat(($event.target as HTMLInputElement).value) || null)"
+        type="number"
+        min="0"
+        :max="thresholdType === 'percentage' ? 100 : undefined"
+        :step="thresholdType === 'percentage' ? 1 : 0.01"
+        class="input py-1 text-sm flex-1 min-w-0"
+      />
+      <select
+        :value="thresholdType || 'fixed'"
+        @change="emit('update:thresholdType', ($event.target as HTMLSelectElement).value)"
+        class="input py-1 text-xs w-16 flex-shrink-0 text-center"
       >
-        $
-      </button>
-      <button
-        type="button"
-        class="px-1.5 py-0.5 text-xs font-medium rounded border transition-colors"
-        :class="thresholdType === 'percentage' ? 'bg-primary-100 text-primary-700 border-primary-300 dark:bg-primary-900/30 dark:text-primary-400 dark:border-primary-700' : 'bg-gray-100 text-gray-500 border-gray-200 dark:bg-dark-600 dark:text-gray-400 dark:border-dark-500'"
-        @click="toggleType(thresholdType)"
-      >
-        %
-      </button>
-      <div class="relative flex-1">
-        <input
-          :value="threshold"
-          @input="emit('update:threshold', parseFloat(($event.target as HTMLInputElement).value) || null)"
-          type="number"
-          min="0"
-          :max="thresholdType === 'percentage' ? 100 : undefined"
-          :step="thresholdType === 'percentage' ? 1 : 0.01"
-          class="input py-1 text-sm w-full"
-          :class="thresholdType === 'percentage' ? 'pr-7' : 'pr-7'"
-          :placeholder="thresholdType === 'percentage' ? t('admin.accounts.quotaNotify.thresholdPlaceholder') : t('admin.accounts.quotaNotify.threshold')"
-        />
-        <span class="absolute right-2.5 top-1/2 -translate-y-1/2 text-xs text-gray-400 pointer-events-none">
-          {{ thresholdType === 'percentage' ? '%' : '$' }}
-        </span>
-      </div>
+        <option value="fixed">$</option>
+        <option value="percentage">%</option>
+      </select>
     </template>
   </div>
 </template>
diff --git a/frontend/src/i18n/locales/en.ts b/frontend/src/i18n/locales/en.ts
index 5c593946..dcbcf03c 100644
--- a/frontend/src/i18n/locales/en.ts
+++ b/frontend/src/i18n/locales/en.ts
@@ -2264,7 +2264,7 @@ export default {
       quotaLimitAmount: 'Total Limit',
       quotaLimitAmountHint: 'Cumulative spending limit. Does not auto-reset.',
       quotaNotify: {
-        alert: 'Alert Threshold',
+        alert: 'Alert',
         enabled: 'Enable Alert',
         threshold: 'Alert Amount',
         thresholdPlaceholder: 'Enter percentage',
diff --git a/frontend/src/i18n/locales/zh.ts b/frontend/src/i18n/locales/zh.ts
index 141193c1..6dc9311c 100644
--- a/frontend/src/i18n/locales/zh.ts
+++ b/frontend/src/i18n/locales/zh.ts
@@ -2262,7 +2262,7 @@ export default {
       quotaLimitAmount: '总限额',
       quotaLimitAmountHint: '累计消费上限，不会自动重置。',
       quotaNotify: {
-        alert: '告警阈值',
+        alert: '提醒阈值',
         enabled: '启用告警',
         threshold: '告警金额',
         thresholdPlaceholder: '输入百分比',