diff --git a/packages/@vuepress/core/lib/app/app.js b/packages/@vuepress/core/lib/app/app.js
index f2ea2b02..ebe03591 100644
--- a/packages/@vuepress/core/lib/app/app.js
+++ b/packages/@vuepress/core/lib/app/app.js
@@ -1,7 +1,7 @@
 /* global VUEPRESS_TEMP_PATH */
 import Vue from 'vue'
 import Router from 'vue-router'
-import dataMixin from './dataMixin'
+import dataMixin from '../data-mixins/client'
 import { routes } from '@internal/routes'
 import { siteData } from '@internal/siteData'
 import appEnhancers from '@internal/app-enhancers'
diff --git a/packages/@vuepress/core/lib/app/dataMixin.js b/packages/@vuepress/core/lib/data-mixins/base.js
similarity index 72%
rename from packages/@vuepress/core/lib/app/dataMixin.js
rename to packages/@vuepress/core/lib/data-mixins/base.js
index 3a109e1c..35f54059 100644
--- a/packages/@vuepress/core/lib/app/dataMixin.js
+++ b/packages/@vuepress/core/lib/data-mixins/base.js
@@ -1,30 +1,25 @@
-/* global VUEPRESS_TEMP_PATH */
+// This file would be used at both client and server side.
 
-import Vue from 'vue'
-import { findPageForPath } from './util'
-
-export default function dataMixin (siteData) {
-  prepare(siteData)
-  const store = new Vue({
-    data: {
-      siteData,
-      disableScrollBehavior: false
+function findPageForPath (pages, path) {
+  for (let i = 0; i < pages.length; i++) {
+    const page = pages[i]
+    if (page.path === path) {
+      return page
     }
-  })
-  Vue.$store = store
-
-  if (module.hot) {
-    module.hot.accept(VUEPRESS_TEMP_PATH + '/internal/siteData.js', () => {
-      prepare(siteData)
-      store.siteData = siteData
-    })
   }
+  return {
+    path: '',
+    frontmatter: {}
+  }
+}
 
+module.exports = function dataMixin (siteData, route) {
   return {
     computed: {
       $site () {
-        return store.siteData
+        return siteData
       },
+
       $localeConfig () {
         const { locales = {}} = this.$site
         let targetLang
@@ -38,9 +33,11 @@ export default function dataMixin (siteData) {
         }
         return targetLang || defaultLang || {}
       },
+
       $siteTitle () {
         return this.$localeConfig.title || this.$site.title || ''
       },
+
       $title () {
         const page = this.$page
         const siteTitle = this.$siteTitle
@@ -54,6 +51,7 @@ export default function dataMixin (siteData) {
             : siteTitle
           : selfTitle || 'VuePress'
       },
+
       $description () {
         // #565 hoist description from meta
         if (this.$page.frontmatter.meta) {
@@ -62,30 +60,26 @@ export default function dataMixin (siteData) {
         }
         return this.$page.frontmatter.description || this.$localeConfig.description || this.$site.description || ''
       },
+
       $lang () {
         return this.$page.frontmatter.lang || this.$localeConfig.lang || 'en-US'
       },
+
       $localePath () {
         return this.$localeConfig.path || '/'
       },
+
       $themeLocaleConfig () {
         return (this.$site.themeConfig.locales || {})[this.$localePath] || {}
       },
+
       $page () {
         return findPageForPath(
           this.$site.pages,
-          this.$route.path
+          route && route.path || this.$route.path
         )
       }
     }
   }
 }
 
-function prepare (siteData) {
-  if (siteData.locales) {
-    Object.keys(siteData.locales).forEach(path => {
-      siteData.locales[path].path = path
-    })
-  }
-  Object.freeze(siteData)
-}
diff --git a/packages/@vuepress/core/lib/data-mixins/client.js b/packages/@vuepress/core/lib/data-mixins/client.js
new file mode 100644
index 00000000..14cd81d7
--- /dev/null
+++ b/packages/@vuepress/core/lib/data-mixins/client.js
@@ -0,0 +1,33 @@
+/* global VUEPRESS_TEMP_PATH */
+
+import Vue from 'vue'
+import dataMixin from '@internal/data-mixins'
+
+export default function (siteData) {
+  prepare(siteData)
+  const store = new Vue({
+    data: {
+      siteData,
+      disableScrollBehavior: false
+    }
+  })
+  Vue.$store = store
+
+  if (module.hot) {
+    module.hot.accept(VUEPRESS_TEMP_PATH + '/internal/siteData.js', () => {
+      prepare(siteData)
+      store.siteData = siteData
+    })
+  }
+
+  return dataMixin(siteData)
+}
+
+function prepare (siteData) {
+  if (siteData.locales) {
+    Object.keys(siteData.locales).forEach(path => {
+      siteData.locales[path].path = path
+    })
+  }
+  Object.freeze(siteData)
+}
diff --git a/packages/@vuepress/core/lib/internal-plugins/data-mixins.js b/packages/@vuepress/core/lib/internal-plugins/data-mixins.js
new file mode 100644
index 00000000..5090aa9d
--- /dev/null
+++ b/packages/@vuepress/core/lib/internal-plugins/data-mixins.js
@@ -0,0 +1,18 @@
+const path = require('path')
+const { fs } = require('@vuepress/shared-utils')
+
+// This plugin generate a mirror es module of '/core/lib/data-mixins/base.js'
+// Since for now Webpack cannot allow 'ES6 import' to import a a commonjs
+// module.
+//
+// Ref: https://github.com/webpack/webpack/issues/4039
+module.exports = (options, context) => ({
+  name: '@vuepress/internal-enhance-app',
+
+  // @internal/data-mixins
+  async clientDynamicModules () {
+    const dataMixinsCommonjsModule = await fs.readFile(path.resolve(__dirname, '../data-mixins/base.js'), 'utf-8')
+    const dataMixinsEsModule = dataMixinsCommonjsModule.replace('module.exports =', 'export default')
+    return { name: 'data-mixins.js', content: dataMixinsEsModule, dirname: 'internal' }
+  }
+})
diff --git a/packages/@vuepress/core/lib/prepare/index.js b/packages/@vuepress/core/lib/prepare/index.js
index c46630d6..19cd487e 100644
--- a/packages/@vuepress/core/lib/prepare/index.js
+++ b/packages/@vuepress/core/lib/prepare/index.js
@@ -33,6 +33,7 @@ module.exports = async function prepare ({
     .use(require('../internal-plugins/enhanceApp'))
     .use(require('../internal-plugins/siteData'))
     .use(require('../internal-plugins/overrideCSS'))
+    .use(require('../internal-plugins/data-mixins'))
     // user plugin
     .useByPluginsConfig(cliPlugins)
     .useByPluginsConfig(siteConfig.plugins)