diff --git a/native_client/javascript/index.ts b/native_client/javascript/index.ts
index d0eb7d81..988cbfd5 100644
--- a/native_client/javascript/index.ts
+++ b/native_client/javascript/index.ts
@@ -8,7 +8,13 @@ const binding_path = binary.find(path.resolve(path.join(__dirname, 'package.json
 // @loader_path/../ but we can change the PATH to include the proper directory
 // for the dynamic linker
 if (process.platform === 'win32') {
-    const dslib_path = path.resolve(path.join(binding_path, '../..'));
+    var dslib_path = path.resolve(path.join(binding_path, '../..'));
+    // electron-builder does weird magic hand-in-hand with electronjs,
+    // and messes with the path where we expect things to be for the Windows
+    // linker.
+    if ('electron' in process.versions) {
+      dslib_path = dslib_path.replace("app.asar", "app.asar.unpacked");
+    }
     var oldPath = process.env.PATH;
     process.env['PATH'] = `${dslib_path};${process.env.PATH}`;
 }
diff --git a/taskcluster/.shared.yml b/taskcluster/.shared.yml
index 076a8061..00e2346c 100644
--- a/taskcluster/.shared.yml
+++ b/taskcluster/.shared.yml
@@ -163,11 +163,11 @@ system:
       url: "https://community-tc.services.mozilla.com/api/index/v1/task/project.deepspeech.tensorflow.pip.r2.2.518c1.1.bf55d362bb11e973b8f5.1.a3e5bf44d.1.android-armv7/artifacts/public/home.tar.xz"
       namespace: "project.deepspeech.tensorflow.pip.r2.2.518c1.1.bf55d362bb11e973b8f5.1.a3e5bf44d.1.android-armv7"
     win_amd64_cpu:
-      url: "https://community-tc.services.mozilla.com/api/index/v1/task/project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.0.win/artifacts/public/home.tar.xz"
-      namespace: "project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.0.win"
+      url: "https://community-tc.services.mozilla.com/api/index/v1/task/project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.1.win/artifacts/public/home.tar.xz"
+      namespace: "project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.1.win"
     win_amd64_cuda:
-      url: "https://community-tc.services.mozilla.com/api/index/v1/task/project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.0.win-cuda/artifacts/public/home.tar.xz"
-      namespace: "project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.0.win-cuda"
+      url: "https://community-tc.services.mozilla.com/api/index/v1/task/project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.1.win-cuda/artifacts/public/home.tar.xz"
+      namespace: "project.deepspeech.tensorflow.pip.r2.2.518c1d04bf55d362bb11e973b8f5d0aa3e5bf44d.1.win-cuda"
   username: 'build-user'
   homedir:
     linux: '/home/build-user'