diff --git a/.eslintrc b/.eslintrc
index 8f337baec5..3a731cbf6b 100644
--- a/.eslintrc
+++ b/.eslintrc
@@ -48,6 +48,7 @@ rules:
   no-cond-assign: [2, except-parens]
   no-console: [1, {allow: [info, warn, error]}]
   no-continue: [0]
+  no-empty: [2, {allowEmptyCatch: true}]
   no-eq-null: [2]
   no-mixed-operators: [0]
   no-multi-assign: [0]
diff --git a/modules/templates/dynamic.go b/modules/templates/dynamic.go
index 6153e8d027..bd1c4d06c5 100644
--- a/modules/templates/dynamic.go
+++ b/modules/templates/dynamic.go
@@ -48,18 +48,6 @@ func JSONRenderer() macaron.Handler {
 	})
 }
 
-// JSRenderer implements the macaron handler for serving JS templates.
-func JSRenderer() macaron.Handler {
-	return macaron.Renderer(macaron.RenderOptions{
-		Funcs:     NewFuncMap(),
-		Directory: path.Join(setting.StaticRootPath, "templates"),
-		AppendDirectories: []string{
-			path.Join(setting.CustomPath, "templates"),
-		},
-		HTMLContentType: "application/javascript",
-	})
-}
-
 // Mailer provides the templates required for sending notification mails.
 func Mailer() (*texttmpl.Template, *template.Template) {
 	for _, funcs := range NewTextFuncMap() {
diff --git a/modules/templates/static.go b/modules/templates/static.go
index 5bc4e33e1c..a3aff5e567 100644
--- a/modules/templates/static.go
+++ b/modules/templates/static.go
@@ -132,15 +132,6 @@ func JSONRenderer() macaron.Handler {
 	})
 }
 
-// JSRenderer implements the macaron handler for serving JS templates.
-func JSRenderer() macaron.Handler {
-	return macaron.Renderer(macaron.RenderOptions{
-		Funcs:              NewFuncMap(),
-		TemplateFileSystem: NewTemplateFileSystem(),
-		HTMLContentType:    "application/javascript",
-	})
-}
-
 // Mailer provides the templates required for sending notification mails.
 func Mailer() (*texttmpl.Template, *template.Template) {
 	for _, funcs := range NewTextFuncMap() {
diff --git a/package-lock.json b/package-lock.json
index 89c41721c7..6206025e08 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -14857,6 +14857,28 @@
       "resolved": "https://registry.npmjs.org/wordwrap/-/wordwrap-0.0.2.tgz",
       "integrity": "sha1-t5Zpu0LstAn4PVg8rVLKF+qhZD8="
     },
+    "workbox-core": {
+      "version": "5.1.3",
+      "resolved": "https://registry.npmjs.org/workbox-core/-/workbox-core-5.1.3.tgz",
+      "integrity": "sha512-TFSIPxxciX9sFaj0FDiohBeIKpwMcCyNduydi9i3LChItcndDS6TJpErxybv8aBWeCMraXt33TWtF6kKuIObNw=="
+    },
+    "workbox-routing": {
+      "version": "5.1.3",
+      "resolved": "https://registry.npmjs.org/workbox-routing/-/workbox-routing-5.1.3.tgz",
+      "integrity": "sha512-F+sAp9Iy3lVl3BEG+pzXWVq4AftzjiFpHDaZ4Kf4vLoBoKQE0hIHet4zE5DpHqYdyw+Udhp4wrfHamX6PN6z1Q==",
+      "requires": {
+        "workbox-core": "^5.1.3"
+      }
+    },
+    "workbox-strategies": {
+      "version": "5.1.3",
+      "resolved": "https://registry.npmjs.org/workbox-strategies/-/workbox-strategies-5.1.3.tgz",
+      "integrity": "sha512-wiXHfmOKnWABeIVW+/ye0e00+2CcS5y7SIj2f9zcdy2ZLEbcOf7B+yOl5OrWpBGlTUwRjIYhV++ZqiKm3Dc+8w==",
+      "requires": {
+        "workbox-core": "^5.1.3",
+        "workbox-routing": "^5.1.3"
+      }
+    },
     "worker-farm": {
       "version": "1.7.0",
       "resolved": "https://registry.npmjs.org/worker-farm/-/worker-farm-1.7.0.tgz",
diff --git a/package.json b/package.json
index 1e81ea1448..e818e7d7c3 100644
--- a/package.json
+++ b/package.json
@@ -48,6 +48,8 @@
     "webpack": "4.43.0",
     "webpack-cli": "3.3.11",
     "webpack-fix-style-only-entries": "0.4.0",
+    "workbox-routing": "5.1.3",
+    "workbox-strategies": "5.1.3",
     "worker-loader": "2.0.0"
   },
   "devDependencies": {
diff --git a/routers/routes/routes.go b/routers/routes/routes.go
index 7f409eb576..d739f0b6ca 100644
--- a/routers/routes/routes.go
+++ b/routers/routes/routes.go
@@ -1048,10 +1048,6 @@ func RegisterRoutes(m *macaron.Macaron) {
 		ctx.HTML(200, "pwa/manifest_json")
 	})
 
-	m.Get("/serviceworker.js", templates.JSRenderer(), func(ctx *context.Context) {
-		ctx.HTML(200, "pwa/serviceworker_js")
-	})
-
 	// prometheus metrics endpoint
 	if setting.Metrics.Enabled {
 		c := metrics.NewCollector()
diff --git a/templates/base/head.tmpl b/templates/base/head.tmpl
index 8e58c07d23..a6a715531d 100644
--- a/templates/base/head.tmpl
+++ b/templates/base/head.tmpl
@@ -6,30 +6,6 @@
 	<meta http-equiv="x-ua-compatible" content="ie=edge">
 	<title>{{if .Title}}{{.Title | RenderEmojiPlain}} - {{end}} {{if .Repository.Name}}{{.Repository.Name}} - {{end}}{{AppName}} </title>
 	<link rel="manifest" href="{{AppSubUrl}}/manifest.json" crossorigin="use-credentials">
-	{{if UseServiceWorker}}
-	<script>
-		if ('serviceWorker' in navigator) {
-			navigator.serviceWorker.register('{{AppSubUrl}}/serviceworker.js').then(function(registration) {
-				// Registration was successful
-				console.info('ServiceWorker registration successful with scope: ', registration.scope);
-			}, function(err) {
-				// registration failed :(
-				console.info('ServiceWorker registration failed: ', err);
-			});
-		}
-	</script>
-	{{else}}
-	<script>
-		if ('serviceWorker' in navigator) {
-			navigator.serviceWorker.getRegistrations().then(function(registrations) {
-				registrations.forEach(function(registration) {
-					registration.unregister();
-					console.info('ServiceWorker unregistered');
-				});
-			});
-		}
-	</script>
-	{{end}}
 	<meta name="theme-color" content="{{ThemeColorMetaTag}}">
 	<meta name="author" content="{{if .Repository}}{{.Owner.Name}}{{else}}{{MetaAuthor}}{{end}}" />
 	<meta name="description" content="{{if .Repository}}{{.Repository.Name}}{{if .Repository.Description}} - {{.Repository.Description}}{{end}}{{else}}{{MetaDescription}}{{end}}" />
@@ -84,8 +60,10 @@
 	</script>
 	<script>
 		window.config = {
+			AppVer: '{{AppVer}}',
 			AppSubUrl: '{{AppSubUrl}}',
 			StaticUrlPrefix: '{{StaticUrlPrefix}}',
+			UseServiceWorker: {{UseServiceWorker}},
 			csrf: '{{.CsrfToken}}',
 			HighlightJS: {{if .RequireHighlightJS}}true{{else}}false{{end}},
 			Minicolors: {{if .RequireMinicolors}}true{{else}}false{{end}},
diff --git a/templates/pwa/serviceworker_js.tmpl b/templates/pwa/serviceworker_js.tmpl
deleted file mode 100644
index a074879f3e..0000000000
--- a/templates/pwa/serviceworker_js.tmpl
+++ /dev/null
@@ -1,83 +0,0 @@
-var STATIC_CACHE = 'static-cache-v1';
-var urlsToCache = [
-  // js
-  '{{StaticUrlPrefix}}/fomantic/semantic.min.js?v={{MD5 AppVer}}',
-  '{{StaticUrlPrefix}}/js/clipboard.js',
-  '{{StaticUrlPrefix}}/js/gitgraph.js',
-  '{{StaticUrlPrefix}}/js/highlight.js',
-  '{{StaticUrlPrefix}}/js/index.js?v={{MD5 AppVer}}',
-  '{{StaticUrlPrefix}}/js/jquery.js?v={{MD5 AppVer}}',
-  '{{StaticUrlPrefix}}/js/swagger.js?v={{MD5 AppVer}}',
-  '{{StaticUrlPrefix}}/js/dropzone.js',
-  '{{StaticUrlPrefix}}/js/datetimepicker.js',
-  '{{StaticUrlPrefix}}/js/tribute.js',
-  '{{StaticUrlPrefix}}/vendor/plugins/codemirror/addon/mode/loadmode.js',
-  '{{StaticUrlPrefix}}/vendor/plugins/codemirror/mode/meta.js',
-  '{{StaticUrlPrefix}}/vendor/plugins/jquery.minicolors/jquery.minicolors.min.js',
-  '{{StaticUrlPrefix}}/vendor/plugins/simplemde/simplemde.min.js',
-
-  // css
-  '{{StaticUrlPrefix}}/css/index.css?v={{MD5 AppVer}}',
-  '{{StaticUrlPrefix}}/css/swagger.css?v={{MD5 AppVer}}',
-  '{{StaticUrlPrefix}}/css/dropzone.css',
-  '{{StaticUrlPrefix}}/css/datetimepicker.css',
-  '{{StaticUrlPrefix}}/fomantic/semantic.min.css?v={{MD5 AppVer}}',
-  '{{StaticUrlPrefix}}/vendor/assets/font-awesome/css/font-awesome.min.css',
-  '{{StaticUrlPrefix}}/vendor/plugins/jquery.minicolors/jquery.minicolors.css',
-  '{{StaticUrlPrefix}}/vendor/plugins/simplemde/simplemde.min.css',
-{{if .IsSigned }}
-	{{ if ne .SignedUser.Theme "gitea" }}
-		'{{StaticUrlPrefix}}/css/theme-{{.SignedUser.Theme}}.css?v={{MD5 AppVer}}',
-	{{end}}
-{{else if ne DefaultTheme "gitea"}}
-	'{{StaticUrlPrefix}}/css/theme-{{DefaultTheme}}.css?v={{MD5 AppVer}}',
-{{end}}
-
-  // img
-  '{{StaticUrlPrefix}}/img/gitea-sm.png',
-  '{{StaticUrlPrefix}}/img/gitea-lg.png',
-
-  // svg
-  '{{StaticUrlPrefix}}/img/svg/icons.svg',
-
-  // fonts
-  '{{StaticUrlPrefix}}/fomantic/themes/default/assets/fonts/icons.woff2',
-  '{{StaticUrlPrefix}}/vendor/assets/roboto-fonts/roboto-v20-latin-ext_cyrillic-ext_latin_greek_vietnamese_cyrillic_greek-ext-regular.woff2',
-  '{{StaticUrlPrefix}}/vendor/assets/roboto-fonts/roboto-v20-latin-ext_cyrillic-ext_latin_greek_vietnamese_cyrillic_greek-ext-italic.woff2',
-  '{{StaticUrlPrefix}}/vendor/assets/roboto-fonts/roboto-v20-latin-ext_cyrillic-ext_latin_greek_vietnamese_cyrillic_greek-ext-700.woff2',
-  '{{StaticUrlPrefix}}/vendor/assets/roboto-fonts/roboto-v20-latin-ext_cyrillic-ext_latin_greek_vietnamese_cyrillic_greek-ext-700italic.woff2',
-
-  // monaco
-  '{{StaticUrlPrefix}}/css/monaco.css',
-  '{{StaticUrlPrefix}}/fonts/codicon.ttf',
-  '{{StaticUrlPrefix}}/js/monaco-css.worker.js',
-  '{{StaticUrlPrefix}}/js/monaco-editor.worker.js',
-  '{{StaticUrlPrefix}}/js/monaco-html.worker.js',
-  '{{StaticUrlPrefix}}/js/monaco-json.worker.js',
-  '{{StaticUrlPrefix}}/js/monaco.js',
-  '{{StaticUrlPrefix}}/js/monaco-ts.worker.js'
-];
-
-self.addEventListener('install', function (event) {
-  // Perform install steps
-  event.waitUntil(
-    caches.open(STATIC_CACHE)
-      .then(function (cache) {
-        return cache.addAll(urlsToCache);
-      })
-  );
-});
-
-self.addEventListener('fetch', function (event) {
-  event.respondWith(
-    caches.match(event.request)
-      .then(function (response) {
-        // Cache hit - return response
-        if (response) {
-          return response;
-        }
-        return fetch(event.request);
-      }
-      )
-  );
-});
diff --git a/web_src/js/features/serviceworker.js b/web_src/js/features/serviceworker.js
new file mode 100644
index 0000000000..a8fd2d41df
--- /dev/null
+++ b/web_src/js/features/serviceworker.js
@@ -0,0 +1,43 @@
+const {UseServiceWorker, AppSubUrl, AppVer} = window.config;
+const cacheName = 'static-cache-v2';
+
+async function unregister() {
+  for (const registration of await navigator.serviceWorker.getRegistrations()) {
+    const serviceWorker = registration.active;
+    if (!serviceWorker) continue;
+    registration.unregister();
+  }
+}
+
+async function invalidateCache() {
+  await caches.delete(cacheName);
+}
+
+async function checkCacheValidity() {
+  const cacheKey = AppVer;
+  const storedCacheKey = localStorage.getItem('staticCacheKey');
+
+  // invalidate cache if it belongs to a different gitea version
+  if (cacheKey && storedCacheKey !== cacheKey) {
+    invalidateCache();
+    localStorage.setItem('staticCacheKey', cacheKey);
+  }
+}
+
+export default async function initServiceWorker() {
+  if (!('serviceWorker' in navigator)) return;
+
+  if (UseServiceWorker) {
+    await checkCacheValidity();
+    try {
+      await navigator.serviceWorker.register(`${AppSubUrl}/serviceworker.js`);
+    } catch (err) {
+      console.error(err);
+      await invalidateCache();
+      await unregister();
+    }
+  } else {
+    await invalidateCache();
+    await unregister();
+  }
+}
diff --git a/web_src/js/index.js b/web_src/js/index.js
index fdc5a926db..84e08c1dd3 100644
--- a/web_src/js/index.js
+++ b/web_src/js/index.js
@@ -14,6 +14,7 @@ import initGitGraph from './features/gitgraph.js';
 import initClipboard from './features/clipboard.js';
 import initUserHeatmap from './features/userheatmap.js';
 import initDateTimePicker from './features/datetimepicker.js';
+import initServiceWorker from './features/serviceworker.js';
 import attachTribute from './features/tribute.js';
 import createDropzone from './features/dropzone.js';
 import highlight from './features/highlight.js';
@@ -2475,6 +2476,7 @@ $(document).ready(async () => {
     initGitGraph(),
     initClipboard(),
     initUserHeatmap(),
+    initServiceWorker(),
   ]);
 });
 
diff --git a/web_src/js/serviceworker.js b/web_src/js/serviceworker.js
new file mode 100644
index 0000000000..e9dfde22f9
--- /dev/null
+++ b/web_src/js/serviceworker.js
@@ -0,0 +1,16 @@
+import {registerRoute} from 'workbox-routing';
+import {StaleWhileRevalidate} from 'workbox-strategies';
+
+const cacheName = 'static-cache-v2';
+
+const cachedDestinations = new Set([
+  'manifest',
+  'script',
+  'style',
+  'worker',
+]);
+
+registerRoute(
+  ({request}) => cachedDestinations.has(request.destination),
+  new StaleWhileRevalidate({cacheName}),
+);
diff --git a/webpack.config.js b/webpack.config.js
index d6a632ad1f..b1038c407d 100644
--- a/webpack.config.js
+++ b/webpack.config.js
@@ -35,13 +35,20 @@ module.exports = {
     jquery: [
       resolve(__dirname, 'web_src/js/jquery.js'),
     ],
+    serviceworker: [
+      resolve(__dirname, 'web_src/js/serviceworker.js'),
+    ],
     icons: glob('node_modules/@primer/octicons/build/svg/**/*.svg'),
     ...themes,
   },
   devtool: false,
   output: {
     path: resolve(__dirname, 'public'),
-    filename: 'js/[name].js',
+    filename: ({chunk}) => {
+      // serviceworker can only manage assets below it's script's directory so
+      // we have to put it in / instead of /js/
+      return chunk.id === 'serviceworker' ? '[name].js' : 'js/[name].js';
+    },
     chunkFilename: 'js/[name].js',
   },
   optimization: {