diff --git a/dockerfiles/Dockerfile.cross b/dockerfiles/Dockerfile.cross
index 7e9aaacc24..f52c3e10dd 100644
--- a/dockerfiles/Dockerfile.cross
+++ b/dockerfiles/Dockerfile.cross
@@ -11,10 +11,6 @@ RUN     apt-get update -qq && apt-get install -y -q \
             parallel \
             ;
 
-RUN     go get github.com/mitchellh/gox && \
-        cp /go/bin/gox /usr/bin && \
-        rm -rf /go/src/* /go/pkg/* /go/bin/*
-
 COPY    dockerfiles/osx-cross.sh /tmp/
 RUN     /tmp/osx-cross.sh
 ENV     PATH /osxcross/target/bin:$PATH
diff --git a/dockerfiles/Dockerfile.dev b/dockerfiles/Dockerfile.dev
index a14ea25f29..f3e058e285 100644
--- a/dockerfiles/Dockerfile.dev
+++ b/dockerfiles/Dockerfile.dev
@@ -7,10 +7,6 @@ RUN     go get github.com/LK4D4/vndr && \
         cp /go/bin/vndr /usr/bin && \
         rm -rf /go/src/* /go/pkg/* /go/bin/*
 
-RUN     go get github.com/mitchellh/gox && \
-        cp /go/bin/gox /usr/bin && \
-        rm -rf /go/src/* /go/pkg/* /go/bin/*
-
 RUN     go get github.com/jteeuwen/go-bindata/go-bindata && \
         cp /go/bin/go-bindata /usr/bin && \
         rm -rf /go/src/* /go/pkg/* /go/bin/*
diff --git a/scripts/build/.variables b/scripts/build/.variables
index 12ca95e7d1..eb87c38268 100755
--- a/scripts/build/.variables
+++ b/scripts/build/.variables
@@ -1,5 +1,4 @@
 #!/usr/bin/env bash
-
 set -eu
 
 VERSION=${VERSION:-"unknown-version"}
@@ -14,5 +13,7 @@ export LDFLAGS="\
     ${LDFLAGS:-} \
 "
 
-export TARGET="build/docker-$(go env GOHOSTOS)-$(go env GOHOSTARCH)"
+GOOS="${GOOS:-$(go env GOHOSTOS)}"
+GOARCH="${GOARCH:-$(go env GOHOSTARCH)}"
+export TARGET="build/docker-$GOOS-$GOARCH"
 export SOURCE="github.com/docker/cli/cmd/docker"
diff --git a/scripts/build/cross b/scripts/build/cross
index 51b8024ecb..9e7bfb35b8 100755
--- a/scripts/build/cross
+++ b/scripts/build/cross
@@ -1,12 +1,18 @@
 #!/usr/bin/env bash
+#
+# Build a binary for all supported platforms
+#
 
 set -eu -o pipefail
 
 BUILDDIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
 
-echo "Building all binaries"
+echo "Building binaries for all platforms"
 SHELL=/bin/bash parallel ::: \
-    "$BUILDDIR/linux-cross" \
     "$BUILDDIR/windows" \
     "$BUILDDIR/osx" \
+    "GOOS=linux GOARCH=amd64   $BUILDDIR/binary" \
+    "GOOS=linux GOARCH=arm     $BUILDDIR/binary" \
+    "GOOS=linux GOARCH=ppc64le $BUILDDIR/binary" \
+    "GOOS=linux GOARCH=s390x   $BUILDDIR/binary" \
     ;
diff --git a/scripts/build/linux-cross b/scripts/build/linux-cross
deleted file mode 100755
index 53aa0e1511..0000000000
--- a/scripts/build/linux-cross
+++ /dev/null
@@ -1,19 +0,0 @@
-#!/usr/bin/env bash
-#
-# Build static linux binary for multiple architectures
-#
-
-set -eu -o pipefail
-
-source ./scripts/build/.variables
-
-CROSS_OSARCH="linux/amd64 linux/arm linux/ppc64le"
-
-# Not yet supported by gox
-# linux/s390x
-
-echo "Building all linux binaries"
-gox -output build/docker-{{.OS}}-{{.Arch}} \
-    -osarch "${CROSS_OSARCH}" \
-	--ldflags "${LDFLAGS}" \
-	"${SOURCE}"