diff --git a/appveyor.yml b/appveyor.yml
index 9ecd2d04b..0eff3237e 100644
--- a/appveyor.yml
+++ b/appveyor.yml
@@ -14,14 +14,14 @@ clone_folder: c:\gopath\src\github.com\lucas-clemente\quic-go
 
 install:
   - rmdir c:\go /s /q
-  - appveyor DownloadFile https://storage.googleapis.com/golang/go1.12.windows-amd64.zip
+  - appveyor-retry appveyor DownloadFile https://storage.googleapis.com/golang/go1.12.windows-amd64.zip
   - 7z x go1.12.windows-amd64.zip -y -oC:\ > NUL
   - set PATH=%PATH%;%GOPATH%\bin\windows_%GOARCH%;%GOPATH%\bin
   - set GO111MODULE=on
   - echo %PATH%
   - echo %GOPATH%
-  - go get github.com/onsi/ginkgo/ginkgo
-  - go get github.com/onsi/gomega
+  - appveyor-retry go get github.com/onsi/ginkgo/ginkgo
+  - appveyor-retry go get github.com/onsi/gomega
   - go version
   - go env