diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
new file mode 100644
index 00000000..2a93c859
--- /dev/null
+++ b/.github/workflows/test.yaml
@@ -0,0 +1,69 @@
+---
+name: test
+
+on: ["push", "pull_request"]
+
+env:
+  GO_VERSION: "1.14"
+  LINUX_ARCHES: "amd64 386 arm arm64 s390x mips64le ppc64le"
+
+jobs:
+  build:
+    name: Build all linux architectures
+    runs-on: ubuntu-latest
+    steps:
+      - name: setup go
+        uses: actions/setup-go@v1
+        with:
+          go-version: ${{ env.GO_VERSION }}
+      - uses: actions/checkout@v2
+
+      - name: Build on all supported architectures
+        run: |
+          set -e
+          for arch in ${LINUX_ARCHES}; do
+            echo "Building for arch $arch"
+            GOARCH=$arch ./build_linux.sh
+            rm bin/*
+          done
+
+  test-linux:
+    name: Run tests on Linux amd64
+    runs-on: ubuntu-latest
+    steps:
+      - name: setup go
+        uses: actions/setup-go@v1
+        with:
+          go-version: ${{ env.GO_VERSION }}
+      - uses: actions/checkout@v2
+
+      - name: Install test binaries
+        env:
+          GO111MODULE: off
+        run: |
+          go get github.com/containernetworking/cni/cnitool
+          go get github.com/mattn/goveralls
+          go get github.com/modocache/gover
+
+      - name: test
+        run: PATH=$PATH:$(go env GOPATH)/bin COVERALLS=1 ./test_linux.sh
+
+      - name: Send coverage to coveralls
+        env:
+          COVERALLS_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          PATH=$PATH:$(go env GOPATH)/bin
+          gover
+          goveralls -coverprofile=gover.coverprofile -service=github
+
+  test-win:
+    name: Build and run tests on Windows
+    runs-on: windows-latest
+    steps:
+      - name: setup go
+        uses: actions/setup-go@v1
+        with:
+          go-version: ${{ env.GO_VERSION }}
+      - uses: actions/checkout@v2
+      - name: test
+        run: bash ./test_windows.sh
diff --git a/build_linux.sh b/build_linux.sh
index 03c04aad..6f8340b5 100755
--- a/build_linux.sh
+++ b/build_linux.sh
@@ -1,21 +1,11 @@
 #!/usr/bin/env bash
 set -e
-cd $(dirname "$0")
+cd "$(dirname "$0")"
 
 if [ "$(uname)" == "Darwin" ]; then
 	export GOOS="${GOOS:-linux}"
 fi
 
-ORG_PATH="github.com/containernetworking"
-export REPO_PATH="${ORG_PATH}/plugins"
-
-if [ ! -h gopath/src/${REPO_PATH} ]; then
-	mkdir -p gopath/src/${ORG_PATH}
-	ln -s ../../../.. gopath/src/${REPO_PATH} || exit 255
-fi
-
-export GOPATH=${PWD}/gopath
-export GO="${GO:-go}"
 export GOFLAGS="${GOFLAGS} -mod=vendor"
 
 mkdir -p "${PWD}/bin"
@@ -25,9 +15,9 @@ PLUGINS="plugins/meta/* plugins/main/* plugins/ipam/*"
 for d in $PLUGINS; do
 	if [ -d "$d" ]; then
 		plugin="$(basename "$d")"
-		if [ $plugin != "windows" ]; then
+		if [ "${plugin}" != "windows" ]; then
 			echo "  $plugin"
-			$GO build -o "${PWD}/bin/$plugin" "$@" "$REPO_PATH"/$d
+			${GO:-go} build -o "${PWD}/bin/$plugin" "$@" ./"$d"
 		fi
 	fi
 done
diff --git a/build_windows.sh b/build_windows.sh
index c6f8979d..d71cf686 100755
--- a/build_windows.sh
+++ b/build_windows.sh
@@ -1,25 +1,15 @@
 #!/usr/bin/env bash
 set -e
-cd $(dirname "$0")
-
-ORG_PATH="github.com/containernetworking"
-export REPO_PATH="${ORG_PATH}/plugins"
-
-export GOPATH=$(mktemp -d)
-mkdir -p ${GOPATH}/src/${ORG_PATH}
-trap "{ rm -rf $GOPATH; }" EXIT
-ln -s ${PWD} ${GOPATH}/src/${REPO_PATH} || exit 255
+cd "$(dirname "$0")"
 
 export GO="${GO:-go}"
 export GOOS=windows
 export GOFLAGS="${GOFLAGS} -mod=vendor"
-echo $GOFLAGS
+echo "$GOFLAGS"
 
-PLUGINS=$(cat plugins/windows_only.txt)
+PLUGINS=$(cat plugins/windows_only.txt | dos2unix )
 for d in $PLUGINS; do
-  if [ -d "$d" ]; then
-    plugin="$(basename "$d").exe"
-    echo "  $plugin"
-    $GO build -o "${PWD}/bin/$plugin" "$@" "$REPO_PATH"/$d
-  fi
+	plugin="$(basename "$d").exe"
+	echo "building $plugin"
+	$GO build -o "${PWD}/bin/$plugin" "$@" ./"${d}"
 done
diff --git a/plugins/windows_only.txt b/plugins/windows_only.txt
index 47f31094..2fec309f 100644
--- a/plugins/windows_only.txt
+++ b/plugins/windows_only.txt
@@ -1,4 +1,4 @@
 plugins/ipam/host-local
 plugins/main/windows/win-bridge
 plugins/main/windows/win-overlay
-plugins/meta/flannel
\ No newline at end of file
+plugins/meta/flannel
diff --git a/test_linux.sh b/test_linux.sh
index d726ddb3..29c13557 100755
--- a/test_linux.sh
+++ b/test_linux.sh
@@ -7,7 +7,7 @@
 set -e
 
 # switch into the repo root directory
-cd "$(dirname $0)"
+cd "$(dirname "$0")"
 
 # Build all plugins before testing
 source ./build_linux.sh
@@ -15,7 +15,7 @@ source ./build_linux.sh
 echo "Running tests"
 
 function testrun {
-    sudo -E bash -c "umask 0; cd ${GOPATH}/src; PATH=${GOROOT}/bin:$(pwd)/bin:${PATH} go test $@"
+    sudo -E bash -c "umask 0; PATH=${GOPATH}/bin:$(pwd)/bin:${PATH} go test $@"
 }
 
 COVERALLS=${COVERALLS:-""}
@@ -26,36 +26,30 @@ else
     echo "without coverage profile generation..."
 fi
 
-PKG=${PKG:-$(cd ${GOPATH}/src/${REPO_PATH}; go list ./... | xargs echo)}
+PKG=${PKG:-$(go list ./... | xargs echo)}
 
-# coverage profile only works per-package
 i=0
 for t in ${PKG}; do
     if [ -n "${COVERALLS}" ]; then
         COVERFLAGS="-covermode set -coverprofile ${i}.coverprofile"
     fi
+    echo "${t}"
     testrun "${COVERFLAGS:-""} ${t}"
     i=$((i+1))
 done
 
-# Submit coverage information
-if [ -n "${COVERALLS}" ]; then
-    gover
-    goveralls -service=travis-ci -coverprofile=gover.coverprofile
-fi
-
 echo "Checking gofmt..."
 fmtRes=$(go fmt $PKG)
 if [ -n "${fmtRes}" ]; then
-	echo -e "go fmt checking failed:\n${fmtRes}"
-	exit 255
+    echo -e "go fmt checking failed:\n${fmtRes}"
+    exit 255
 fi
 
 echo "Checking govet..."
 vetRes=$(go vet $PKG)
 if [ -n "${vetRes}" ]; then
-	echo -e "govet checking failed:\n${vetRes}"
-	exit 255
+    echo -e "govet checking failed:\n${vetRes}"
+    exit 255
 fi
 
 # Run the pkg/ns tests as non root user
diff --git a/test_windows.sh b/test_windows.sh
index 36610dd8..a8dfa63a 100755
--- a/test_windows.sh
+++ b/test_windows.sh
@@ -3,12 +3,18 @@
 # Run CNI plugin tests.
 #
 set -e
+cd "$(dirname "$0")"
 
 source ./build_windows.sh
 
 echo "Running tests"
 
-PLUGINS=$(cat plugins/windows_only.txt | tr '\n' ' ')
-GINKGO_FLAGS="-p -r --randomizeAllSpecs --randomizeSuites --failOnPending --progress pkg/hns $PLUGINS"
+PKGS="./pkg/hns/..."
 
-bash -c "cd ${GOPATH}/src/${REPO_PATH}; PATH='${GOROOT}/bin:$(pwd)/bin:${PATH}' ginkgo ${GINKGO_FLAGS}"
+PLUGINS=$(cat plugins/windows_only.txt | dos2unix )
+for d in $PLUGINS; do
+	PKGS="$PKGS ./$d/..."
+done
+
+echo "testing packages $PKGS"
+go test -v $PKGS -ginkgo.randomizeAllSpecs -ginkgo.failOnPending -ginkgo.progress