diff --git a/Dockerfile b/Dockerfile
index 146f3d901b..b49dff2f1e 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -114,10 +114,10 @@ RUN set -x \
 	&& git clone https://github.com/docker/distribution.git "$GOPATH/src/github.com/docker/distribution" \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT_SCHEMA1") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
 	&& rm -rf "$GOPATH"
 
 # Install notary and notary-server
@@ -127,9 +127,9 @@ RUN set -x \
 	&& git clone https://github.com/docker/notary.git "$GOPATH/src/github.com/docker/notary" \
 	&& (cd "$GOPATH/src/github.com/docker/notary" && git checkout -q "$NOTARY_VERSION") \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
+		go build -buildmode=pie -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
+		go build -buildmode=pie -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
 	&& rm -rf "$GOPATH"
 
 # Get the "docker-py" source so we can run their integration tests
diff --git a/Dockerfile.aarch64 b/Dockerfile.aarch64
index e6a12fe370..bf5f261c7d 100644
--- a/Dockerfile.aarch64
+++ b/Dockerfile.aarch64
@@ -89,7 +89,7 @@ RUN set -x \
 	&& git clone https://github.com/docker/distribution.git "$GOPATH/src/github.com/docker/distribution" \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
 	&& rm -rf "$GOPATH"
 
 # Install notary and notary-server
@@ -99,9 +99,9 @@ RUN set -x \
 	&& git clone https://github.com/docker/notary.git "$GOPATH/src/github.com/docker/notary" \
 	&& (cd "$GOPATH/src/github.com/docker/notary" && git checkout -q "$NOTARY_VERSION") \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
+		go build -buildmode=pie -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
+		go build -buildmode=pie -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
 	&& rm -rf "$GOPATH"
 
 # Get the "docker-py" source so we can run their integration tests
diff --git a/Dockerfile.armhf b/Dockerfile.armhf
index d67bdd0658..dfba8e7e5c 100644
--- a/Dockerfile.armhf
+++ b/Dockerfile.armhf
@@ -84,10 +84,10 @@ RUN set -x \
 	&& git clone https://github.com/docker/distribution.git "$GOPATH/src/github.com/docker/distribution" \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT_SCHEMA1") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
 	&& rm -rf "$GOPATH"
 
 # Install notary and notary-server
@@ -97,9 +97,9 @@ RUN set -x \
 	&& git clone https://github.com/docker/notary.git "$GOPATH/src/github.com/docker/notary" \
 	&& (cd "$GOPATH/src/github.com/docker/notary" && git checkout -q "$NOTARY_VERSION") \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
+		go build -buildmode=pie -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
+		go build -buildmode=pie -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
 	&& rm -rf "$GOPATH"
 
 # Get the "docker-py" source so we can run their integration tests
diff --git a/Dockerfile.e2e b/Dockerfile.e2e
index c57d7d3217..559d3f36f7 100644
--- a/Dockerfile.e2e
+++ b/Dockerfile.e2e
@@ -31,7 +31,7 @@ ENV DOCKER_GITCOMMIT=$DOCKER_GITCOMMIT
 ADD . .
 
 # Build DockerSuite.TestBuild* dependency
-RUN CGO_ENABLED=0 go build -o /output/httpserver github.com/docker/docker/contrib/httpserver
+RUN CGO_ENABLED=0 go build -buildmode=pie -o /output/httpserver github.com/docker/docker/contrib/httpserver
 
 # Build the integration tests and copy the resulting binaries to /output/tests
 RUN hack/make.sh build-integration-test-binary
diff --git a/Dockerfile.ppc64le b/Dockerfile.ppc64le
index 709a6e6241..fe963f1336 100644
--- a/Dockerfile.ppc64le
+++ b/Dockerfile.ppc64le
@@ -82,10 +82,10 @@ RUN set -x \
 	&& git clone https://github.com/docker/distribution.git "$GOPATH/src/github.com/docker/distribution" \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT_SCHEMA1") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
 	&& rm -rf "$GOPATH"
 
 # Install notary and notary-server
@@ -95,9 +95,9 @@ RUN set -x \
 	&& git clone https://github.com/docker/notary.git "$GOPATH/src/github.com/docker/notary" \
 	&& (cd "$GOPATH/src/github.com/docker/notary" && git checkout -q "$NOTARY_VERSION") \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
+		go build -buildmode=pie -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
+		go build -buildmode=pie -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
 	&& rm -rf "$GOPATH"
 
 # Get the "docker-py" source so we can run their integration tests
diff --git a/Dockerfile.s390x b/Dockerfile.s390x
index 752d052c62..eb2eec4032 100644
--- a/Dockerfile.s390x
+++ b/Dockerfile.s390x
@@ -76,10 +76,10 @@ RUN set -x \
 	&& git clone https://github.com/docker/distribution.git "$GOPATH/src/github.com/docker/distribution" \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2 github.com/docker/distribution/cmd/registry \
 	&& (cd "$GOPATH/src/github.com/docker/distribution" && git checkout -q "$REGISTRY_COMMIT_SCHEMA1") \
 	&& GOPATH="$GOPATH/src/github.com/docker/distribution/Godeps/_workspace:$GOPATH" \
-		go build -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
+		go build -buildmode=pie -o /usr/local/bin/registry-v2-schema1 github.com/docker/distribution/cmd/registry \
 	&& rm -rf "$GOPATH"
 
 # Install notary and notary-server
@@ -89,9 +89,9 @@ RUN set -x \
 	&& git clone https://github.com/docker/notary.git "$GOPATH/src/github.com/docker/notary" \
 	&& (cd "$GOPATH/src/github.com/docker/notary" && git checkout -q "$NOTARY_VERSION") \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
+		go build -buildmode=pie -o /usr/local/bin/notary-server github.com/docker/notary/cmd/notary-server \
 	&& GOPATH="$GOPATH/src/github.com/docker/notary/vendor:$GOPATH" \
-		go build -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
+		go build -buildmode=pie -o /usr/local/bin/notary github.com/docker/notary/cmd/notary \
 	&& rm -rf "$GOPATH"
 
 # Get the "docker-py" source so we can run their integration tests
diff --git a/Makefile b/Makefile
index 7d50afa7d4..c2c611e6db 100644
--- a/Makefile
+++ b/Makefile
@@ -188,7 +188,7 @@ swagger-docs: ## preview the API documentation
 
 build-integration-cli-on-swarm: build ## build images and binary for running integration-cli on Swarm in parallel
 	@echo "Building hack/integration-cli-on-swarm (if build fails, please refer to hack/integration-cli-on-swarm/README.md)"
-	go build -o ./hack/integration-cli-on-swarm/integration-cli-on-swarm ./hack/integration-cli-on-swarm/host
+	go build -buildmode=pie -o ./hack/integration-cli-on-swarm/integration-cli-on-swarm ./hack/integration-cli-on-swarm/host
 	@echo "Building $(INTEGRATION_CLI_MASTER_IMAGE)"
 	docker build -t $(INTEGRATION_CLI_MASTER_IMAGE) hack/integration-cli-on-swarm/agent
 # For worker, we don't use `docker build` so as to enable DOCKER_INCREMENTAL_BINARY and so on
@@ -198,6 +198,6 @@ build-integration-cli-on-swarm: build ## build images and binary for running int
 # For avoiding bakings DOCKER_GRAPHDRIVER and so on to image, we cannot use $(DOCKER_ENVS) here
 	docker run -t -d --name $(tmp) -e DOCKER_GITCOMMIT -e BUILDFLAGS -e DOCKER_INCREMENTAL_BINARY --privileged $(DOCKER_MOUNT_PKGCACHE) $(DOCKER_IMAGE) top
 	docker exec $(tmp) hack/make.sh build-integration-test-binary dynbinary
-	docker exec $(tmp) go build -o /worker github.com/docker/docker/hack/integration-cli-on-swarm/agent/worker
+	docker exec $(tmp) go build -buildmode=pie -o /worker github.com/docker/docker/hack/integration-cli-on-swarm/agent/worker
 	docker commit -c 'ENTRYPOINT ["/worker"]' $(tmp) $(INTEGRATION_CLI_WORKER_IMAGE)
 	docker rm -f $(tmp)
diff --git a/hack/dockerfile/install-binaries.sh b/hack/dockerfile/install-binaries.sh
index e97385ebcc..72165d48d4 100755
--- a/hack/dockerfile/install-binaries.sh
+++ b/hack/dockerfile/install-binaries.sh
@@ -60,7 +60,7 @@ install_proxy() {
 	git clone https://github.com/docker/libnetwork.git "$GOPATH/src/github.com/docker/libnetwork"
 	cd "$GOPATH/src/github.com/docker/libnetwork"
 	git checkout -q "$LIBNETWORK_COMMIT"
-	go build -ldflags="$PROXY_LDFLAGS" -o /usr/local/bin/docker-proxy github.com/docker/libnetwork/cmd/proxy
+	go build -buildmode=pie -ldflags="$PROXY_LDFLAGS" -o /usr/local/bin/docker-proxy github.com/docker/libnetwork/cmd/proxy
 }
 
 install_dockercli() {
@@ -89,7 +89,7 @@ build_dockercli() {
 	git checkout -q "v$DOCKERCLI_VERSION"
 	mkdir -p "$GOPATH/src/github.com/docker"
 	mv components/cli "$GOPATH/src/github.com/docker/cli"
-	go build -o /usr/local/bin/docker github.com/docker/cli/cmd/docker
+	go build -buildmode=pie -o /usr/local/bin/docker github.com/docker/cli/cmd/docker
 }
 
 install_gometalinter() {
@@ -97,7 +97,7 @@ install_gometalinter() {
 	go get -d github.com/alecthomas/gometalinter
 	cd "$GOPATH/src/github.com/alecthomas/gometalinter"
 	git checkout -q "$GOMETALINTER_COMMIT"
-	go build -o /usr/local/bin/gometalinter github.com/alecthomas/gometalinter
+	go build -buildmode=pie -o /usr/local/bin/gometalinter github.com/alecthomas/gometalinter
 	GOBIN=/usr/local/bin gometalinter --install
 }
 
@@ -108,7 +108,7 @@ do
 			echo "Install tomlv version $TOMLV_COMMIT"
 			git clone https://github.com/BurntSushi/toml.git "$GOPATH/src/github.com/BurntSushi/toml"
 			cd "$GOPATH/src/github.com/BurntSushi/toml" && git checkout -q "$TOMLV_COMMIT"
-			go build -v -o /usr/local/bin/tomlv github.com/BurntSushi/toml/cmd/tomlv
+			go build -buildmode=pie -v -o /usr/local/bin/tomlv github.com/BurntSushi/toml/cmd/tomlv
 			;;
 
 		runc)
@@ -157,7 +157,7 @@ do
 			git clone https://github.com/LK4D4/vndr.git "$GOPATH/src/github.com/LK4D4/vndr"
 			cd "$GOPATH/src/github.com/LK4D4/vndr"
 			git checkout -q "$VNDR_COMMIT"
-			go build -v -o /usr/local/bin/vndr .
+			go build -buildmode=pie -v -o /usr/local/bin/vndr .
 			;;
 
 		dockercli)
diff --git a/hack/integration-cli-on-swarm/agent/Dockerfile b/hack/integration-cli-on-swarm/agent/Dockerfile
index c2bc2f195f..1ae228f6ef 100644
--- a/hack/integration-cli-on-swarm/agent/Dockerfile
+++ b/hack/integration-cli-on-swarm/agent/Dockerfile
@@ -2,5 +2,5 @@
 # Please refer to the top-level Makefile for the worker image.
 FROM golang:1.7
 ADD . /go/src/github.com/docker/docker/hack/integration-cli-on-swarm/agent
-RUN go build -o /master github.com/docker/docker/hack/integration-cli-on-swarm/agent/master
+RUN go build -buildmode=pie -o /master github.com/docker/docker/hack/integration-cli-on-swarm/agent/master
 ENTRYPOINT ["/master"]
diff --git a/hack/make/.binary b/hack/make/.binary
index ff5cbff722..61421937c8 100644
--- a/hack/make/.binary
+++ b/hack/make/.binary
@@ -50,6 +50,11 @@ if [ "$(go env GOOS)/$(go env GOARCH)" != "$(go env GOHOSTOS)/$(go env GOHOSTARC
 	esac
 fi
 
+# -buildmode=pie is not supported on Windows.
+if [ "$(go env GOOS)" != "windows" ]; then
+	BUILDFLAGS+=( "-buildmode=pie" )
+fi
+
 echo "Building: $DEST/$BINARY_FULLNAME"
 go build \
 	-o "$DEST/$BINARY_FULLNAME" \