diff --git a/dashboard/src/utils/i18n.js b/dashboard/src/utils/i18n.js
index a698b5c..ca6c16b 100644
--- a/dashboard/src/utils/i18n.js
+++ b/dashboard/src/utils/i18n.js
@@ -1,50 +1,12 @@
 import { ref } from 'vue';
-import { jingrowRequest } from 'jingrow-ui';
 
 // 从构建时配置获取语言，默认为英文
 const buildLocale = import.meta.env.DASHBOARD_LOCALE || 'en';
 
 // 当前语言（从构建配置获取，不可切换）
 const currentLocale = ref(buildLocale);
+// 翻译数据：构建时 Vite 插件已直接替换静态文本，这里只处理动态翻译
 const translations = ref({});
-const isLoading = ref(false);
-const initPromise = ref(null);
-
-/**
- * 从后端加载翻译
- * @param {string} locale - 语言代码，默认 'en'
- */
-export async function loadTranslations(locale = 'en') {
-	// 如果正在加载或已加载相同语言，直接返回
-	if (isLoading.value) {
-		return initPromise.value;
-	}
-	
-	if (currentLocale.value === locale && Object.keys(translations.value).length > 0) {
-		return Promise.resolve();
-	}
-
-	isLoading.value = true;
-	
-	const promise = jingrowRequest({
-		url: '/api/action/jingrow.translate.get_app_translations',
-		method: 'GET'
-	})
-		.then((response) => {
-			translations.value = response || {};
-			currentLocale.value = locale;
-		})
-		.catch((error) => {
-			console.error('Failed to load translations:', error);
-			translations.value = {};
-		})
-		.finally(() => {
-			isLoading.value = false;
-		});
-
-	initPromise.value = promise;
-	return promise;
-}
 
 /**
  * 翻译函数
@@ -83,10 +45,9 @@ export function getLocale() {
  */
 export async function initI18n() {
 	const locale = buildLocale.split('-')[0] || 'en'; // 处理 'en-US' -> 'en'
-	await loadTranslations(locale);
 	document.documentElement.lang = locale;
 }
 
 // 导出响应式状态（供 composable 使用）
-export { currentLocale, isLoading };
+export { currentLocale };
 
diff --git a/dashboard/vite-plugin-translate.mjs b/dashboard/vite-plugin-translate.mjs
new file mode 100644
index 0000000..064c3a7
--- /dev/null
+++ b/dashboard/vite-plugin-translate.mjs
@@ -0,0 +1,188 @@
+import fs from 'fs';
+import path from 'path';
+import { fileURLToPath } from 'url';
+import { dirname } from 'path';
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+
+/**
+ * Vite 插件：构建时直接读取 CSV，替换代码中的 t('xxx') 为翻译文本
+ * 无需生成任何中间文件，直接从 CSV 读取并替换
+ * @param {object} options - 插件选项
+ * @param {string} options.locale - 目标语言代码，从 vite.config.ts 传递
+ */
+function vitePluginTranslate(options = {}) {
+	let translations = {};
+	let locale = options.locale || 'en';
+	
+	return {
+		name: 'vite-plugin-translate',
+		enforce: 'pre', // 在 Vue 插件之前执行，处理原始模板
+		configResolved(config) {
+			// 直接读取 CSV 翻译文件（与后端共享同一数据源）
+			if (locale && locale !== 'en') {
+				const csvPath = path.resolve(__dirname, `../jcloud/translations/${locale}.csv`);
+				if (fs.existsSync(csvPath)) {
+					translations = parseCSV(csvPath);
+					console.log(`[translate] Loaded ${Object.keys(translations).length} translations from ${csvPath}`);
+				} else {
+					console.warn(`[translate] CSV file not found: ${csvPath}, translations will not be replaced`);
+				}
+			}
+		},
+		transform(code, id) {
+			// 只处理 .vue, .js, .ts 文件
+			if (!/\.(vue|js|ts|jsx|tsx)$/.test(id)) {
+				return null;
+			}
+			
+			// 如果是英文，不替换
+			if (locale === 'en') {
+				return null;
+			}
+			
+			// 如果翻译为空，警告但不阻止（可能 CSV 文件不存在，使用原文）
+			if (Object.keys(translations).length === 0) {
+				console.warn(`[translate] No translations loaded for locale: ${locale}, skipping replacement`);
+				return null;
+			}
+			
+			let replaced = code;
+			const isVueFile = id.endsWith('.vue');
+			
+			if (isVueFile) {
+				// 分离 <template> 和 <script> 部分，分别处理
+				replaced = replaced.replace(
+					/(<template[^>]*>)([\s\S]*?)(<\/template>)/gi,
+					(templateMatch, openTag, templateContent, closeTag) => {
+						// 在模板中替换 {{ $t('xxx') }} 为静态文本
+						const replacedContent = templateContent.replace(
+							/\{\{\s*\$t\((['"])([^'"]+)\1\)\s*\}\}/g,
+							(match, quote, key) => {
+								const translation = translations[key];
+								if (translation) {
+									return translation;
+								}
+								return match;
+							}
+						);
+						return openTag + replacedContent + closeTag;
+					}
+				);
+				
+				// 替换 <script> 中的 this.$t('xxx') 为 this.$t('翻译')
+				replaced = replaced.replace(
+					/(<script[^>]*>)([\s\S]*?)(<\/script>)/gi,
+					(scriptMatch, openTag, scriptContent, closeTag) => {
+						// 在脚本中替换 $t('xxx') 为 $t('翻译')
+						const replacedContent = scriptContent.replace(
+							/\$t\((['"])([^'"]+)\1\)/g,
+							(match, quote, key) => {
+								const translation = translations[key];
+								if (translation) {
+									const escaped = translation
+										.replace(/\\/g, '\\\\')
+										.replace(/'/g, "\\'")
+										.replace(/"/g, '\\"');
+									return `$t(${quote}${escaped}${quote})`;
+								}
+								return match;
+							}
+						);
+						return openTag + replacedContent + closeTag;
+					}
+				);
+			} else {
+				// 非 Vue 文件：替换 t('xxx') 为 '翻译'
+				replaced = replaced.replace(
+					/\bt\((['"])([^'"]+)\1\)/g,
+					(match, quote, key) => {
+						const translation = translations[key];
+						if (translation) {
+							const escaped = translation
+								.replace(/\\/g, '\\\\')
+								.replace(/'/g, "\\'")
+								.replace(/"/g, '\\"');
+							return quote + escaped + quote;
+						}
+						return match;
+					}
+				);
+			}
+			
+			if (replaced !== code) {
+				return {
+					code: replaced,
+					map: null
+				};
+			}
+			
+			return null;
+		}
+	};
+}
+
+/**
+ * 解析 CSV 文件
+ */
+function parseCSV(csvPath) {
+	if (!fs.existsSync(csvPath)) {
+		return {};
+	}
+	
+	const content = fs.readFileSync(csvPath, 'utf-8');
+	const lines = content.split('\n');
+	const translations = {};
+	
+	for (const line of lines) {
+		const trimmed = line.trim();
+		if (!trimmed || trimmed.startsWith('#')) continue;
+		
+		const parts = [];
+		let current = '';
+		let inQuotes = false;
+		
+		for (let i = 0; i < trimmed.length; i++) {
+			const char = trimmed[i];
+			if (char === '"') {
+				inQuotes = !inQuotes;
+			} else if (char === ',' && !inQuotes) {
+				parts.push(current);
+				current = '';
+			} else {
+				current += char;
+			}
+		}
+		parts.push(current);
+		
+		if (parts.length >= 2 && parts[0] && parts[1]) {
+			const key = parts[0].trim();
+			const translation = parts[1].trim();
+			const context = parts[2] ? parts[2].trim() : '';
+			
+			if (context) {
+				translations[`${key}:${context}`] = translation;
+			} else {
+				translations[key] = translation;
+			}
+		}
+	}
+	
+	return translations;
+}
+
+/**
+ * HTML 转义函数
+ */
+function escapeHtml(text) {
+	return text
+		.replace(/&/g, '&amp;')
+		.replace(/</g, '&lt;')
+		.replace(/>/g, '&gt;')
+		.replace(/"/g, '&quot;')
+		.replace(/'/g, '&#39;');
+}
+
+export default vitePluginTranslate;
+
diff --git a/dashboard/vite.config.ts b/dashboard/vite.config.ts
index af317a3..9b8e6f9 100644
--- a/dashboard/vite.config.ts
+++ b/dashboard/vite.config.ts
@@ -8,15 +8,17 @@ import Components from 'unplugin-vue-components/vite';
 import Icons from 'unplugin-icons/vite';
 import IconsResolver from 'unplugin-icons/resolver';
 import { sentryVitePlugin } from '@sentry/vite-plugin';
+import vitePluginTranslate from './vite-plugin-translate.mjs';
 
-// 语言配置：通过环境变量 DASHBOARD_LOCALE 设置，默认为 'en'
-const locale = process.env.DASHBOARD_LOCALE || 'en';
+// 语言配置：设置目标语言，默认为 'en'（英文），可设置为 'zh'（中文）等
+const locale = process.env.DASHBOARD_LOCALE || 'zh';
 
 export default defineConfig({
 	plugins: [
 		vue(),
 		vueJsx(),
 		pluginRewriteAll(),
+		vitePluginTranslate({ locale }), // 传递语言配置
 		jingrowui(),
 		Components({
 			dirs: [