diff --git a/Dockerfile b/Dockerfile
index aa910c751f..718855ee96 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -168,10 +168,9 @@ RUN echo "source $PWD/hack/make/.integration-test-helpers" >> /etc/bash.bashrc
 
 # Get useful and necessary Hub images so we can "docker load" locally instead of pulling
 COPY contrib/download-frozen-image-v2.sh /go/src/github.com/docker/docker/contrib/
-# TODO: when issue #35963 fixed, we can upgrade the busybox to multi-arch
 RUN ./contrib/download-frozen-image-v2.sh /docker-frozen-images \
 	buildpack-deps:jessie@sha256:dd86dced7c9cd2a724e779730f0a53f93b7ef42228d4344b25ce9a42a1486251 \
-	busybox:latest@sha256:32f093055929dbc23dec4d03e09dfe971f5973a9ca5cf059cbfb644c206aa83f \
+	busybox:1.27-glibc@sha256:8c8f261a462eead45ab8e610d3e8f7a1e4fd1cd9bed5bc0a0c386784ab105d8e \
 	debian:jessie@sha256:287a20c5f73087ab406e6b364833e3fb7b3ae63ca0eb3486555dc27ed32c6e60 \
 	hello-world:latest@sha256:be0cd392e45be79ffeffa6b05338b98ebb16c87b255f48e297ec7f98e123905c
 # See also ensureFrozenImagesLinux() in "integration-cli/fixtures_linux_daemon_test.go" (which needs to be updated when adding images to this list)
diff --git a/Dockerfile.aarch64 b/Dockerfile.aarch64
index c654207b20..031cfbb5f4 100644
--- a/Dockerfile.aarch64
+++ b/Dockerfile.aarch64
@@ -144,7 +144,7 @@ RUN ln -sv $PWD/contrib/completion/bash/docker /etc/bash_completion.d/docker
 COPY contrib/download-frozen-image-v2.sh /go/src/github.com/docker/docker/contrib/
 RUN ./contrib/download-frozen-image-v2.sh /docker-frozen-images \
 	buildpack-deps:jessie@sha256:dd86dced7c9cd2a724e779730f0a53f93b7ef42228d4344b25ce9a42a1486251 \
-	busybox:latest@sha256:bbc3a03235220b170ba48a157dd097dd1379299370e1ed99ce976df0355d24f0 \
+	busybox:1.27-glibc@sha256:8c8f261a462eead45ab8e610d3e8f7a1e4fd1cd9bed5bc0a0c386784ab105d8e \
 	debian:jessie@sha256:287a20c5f73087ab406e6b364833e3fb7b3ae63ca0eb3486555dc27ed32c6e60 \
 	hello-world:latest@sha256:be0cd392e45be79ffeffa6b05338b98ebb16c87b255f48e297ec7f98e123905c
 # See also ensureFrozenImagesLinux() in "integration-cli/fixtures_linux_daemon_test.go" (which needs to be updated when adding images to this list)
diff --git a/Dockerfile.armhf b/Dockerfile.armhf
index 0a8f06c59e..401f5f42c7 100644
--- a/Dockerfile.armhf
+++ b/Dockerfile.armhf
@@ -133,7 +133,7 @@ RUN ln -sv $PWD/contrib/completion/bash/docker /etc/bash_completion.d/docker
 COPY contrib/download-frozen-image-v2.sh /go/src/github.com/docker/docker/contrib/
 RUN ./contrib/download-frozen-image-v2.sh /docker-frozen-images \
 	buildpack-deps:jessie@sha256:dd86dced7c9cd2a724e779730f0a53f93b7ef42228d4344b25ce9a42a1486251 \
-	busybox:latest@sha256:bbc3a03235220b170ba48a157dd097dd1379299370e1ed99ce976df0355d24f0 \
+	busybox:1.27-glibc@sha256:8c8f261a462eead45ab8e610d3e8f7a1e4fd1cd9bed5bc0a0c386784ab105d8e \
 	debian:jessie@sha256:287a20c5f73087ab406e6b364833e3fb7b3ae63ca0eb3486555dc27ed32c6e60 \
 	hello-world:latest@sha256:be0cd392e45be79ffeffa6b05338b98ebb16c87b255f48e297ec7f98e123905c
 # See also ensureFrozenImagesLinux() in "integration-cli/fixtures_linux_daemon_test.go" (which needs to be updated when adding images to this list)
diff --git a/Dockerfile.e2e b/Dockerfile.e2e
index 294a6aa85a..bfac86d291 100644
--- a/Dockerfile.e2e
+++ b/Dockerfile.e2e
@@ -16,10 +16,10 @@ WORKDIR /go/src/github.com/docker/docker/
 # Generate frozen images
 COPY contrib/download-frozen-image-v2.sh contrib/download-frozen-image-v2.sh
 RUN contrib/download-frozen-image-v2.sh /output/docker-frozen-images \
-  buildpack-deps:jessie@sha256:dd86dced7c9cd2a724e779730f0a53f93b7ef42228d4344b25ce9a42a1486251 \
-  busybox:latest@sha256:bbc3a03235220b170ba48a157dd097dd1379299370e1ed99ce976df0355d24f0 \
-  debian:jessie@sha256:287a20c5f73087ab406e6b364833e3fb7b3ae63ca0eb3486555dc27ed32c6e60 \
-  hello-world:latest@sha256:be0cd392e45be79ffeffa6b05338b98ebb16c87b255f48e297ec7f98e123905c
+	buildpack-deps:jessie@sha256:dd86dced7c9cd2a724e779730f0a53f93b7ef42228d4344b25ce9a42a1486251 \
+	busybox:1.27-glibc@sha256:8c8f261a462eead45ab8e610d3e8f7a1e4fd1cd9bed5bc0a0c386784ab105d8e \
+	debian:jessie@sha256:287a20c5f73087ab406e6b364833e3fb7b3ae63ca0eb3486555dc27ed32c6e60 \
+	hello-world:latest@sha256:be0cd392e45be79ffeffa6b05338b98ebb16c87b255f48e297ec7f98e123905c
 
 # Download Docker CLI binary
 COPY hack/dockerfile hack/dockerfile
diff --git a/Dockerfile.ppc64le b/Dockerfile.ppc64le
index 41c7318ce8..f9c0a0ba32 100644
--- a/Dockerfile.ppc64le
+++ b/Dockerfile.ppc64le
@@ -131,7 +131,7 @@ RUN ln -sv $PWD/contrib/completion/bash/docker /etc/bash_completion.d/docker
 COPY contrib/download-frozen-image-v2.sh /go/src/github.com/docker/docker/contrib/
 RUN ./contrib/download-frozen-image-v2.sh /docker-frozen-images \
 	buildpack-deps:jessie@sha256:dd86dced7c9cd2a724e779730f0a53f93b7ef42228d4344b25ce9a42a1486251 \
-	busybox:latest@sha256:bbc3a03235220b170ba48a157dd097dd1379299370e1ed99ce976df0355d24f0 \
+	busybox:1.27-glibc@sha256:8c8f261a462eead45ab8e610d3e8f7a1e4fd1cd9bed5bc0a0c386784ab105d8e \
 	debian:jessie@sha256:287a20c5f73087ab406e6b364833e3fb7b3ae63ca0eb3486555dc27ed32c6e60 \
 	hello-world:latest@sha256:be0cd392e45be79ffeffa6b05338b98ebb16c87b255f48e297ec7f98e123905c
 # See also ensureFrozenImagesLinux() in "integration-cli/fixtures_linux_daemon_test.go" (which needs to be updated when adding images to this list)
diff --git a/Dockerfile.s390x b/Dockerfile.s390x
index f6cbe7dab3..4f954487ca 100644
--- a/Dockerfile.s390x
+++ b/Dockerfile.s390x
@@ -125,7 +125,7 @@ RUN ln -sv $PWD/contrib/completion/bash/docker /etc/bash_completion.d/docker
 COPY contrib/download-frozen-image-v2.sh /go/src/github.com/docker/docker/contrib/
 RUN ./contrib/download-frozen-image-v2.sh /docker-frozen-images \
 	buildpack-deps:jessie@sha256:dd86dced7c9cd2a724e779730f0a53f93b7ef42228d4344b25ce9a42a1486251 \
-	busybox:latest@sha256:bbc3a03235220b170ba48a157dd097dd1379299370e1ed99ce976df0355d24f0 \
+	busybox:1.27-glibc@sha256:8c8f261a462eead45ab8e610d3e8f7a1e4fd1cd9bed5bc0a0c386784ab105d8e \
 	debian:jessie@sha256:287a20c5f73087ab406e6b364833e3fb7b3ae63ca0eb3486555dc27ed32c6e60 \
 	hello-world:latest@sha256:be0cd392e45be79ffeffa6b05338b98ebb16c87b255f48e297ec7f98e123905c
 # See also ensureFrozenImagesLinux() in "integration-cli/fixtures_linux_daemon_test.go" (which needs to be updated when adding images to this list)
diff --git a/integration-cli/docker_cli_build_test.go b/integration-cli/docker_cli_build_test.go
index dda77c94a1..5dd1d8b355 100644
--- a/integration-cli/docker_cli_build_test.go
+++ b/integration-cli/docker_cli_build_test.go
@@ -400,13 +400,7 @@ func (s *DockerSuite) TestBuildLastModified(c *check.C) {
 	defer server.Close()
 
 	var out, out2 string
-	var args []string
-	// Temopray workaround for #35963. Will remove this when that issue fixed
-	if runtime.GOARCH == "amd64" {
-		args = []string{"run", name, "ls", "-le", "/file"}
-	} else {
-		args = []string{"run", name, "ls", "-l", "--full-time", "/file"}
-	}
+	args := []string{"run", name, "ls", "-l", "--full-time", "/file"}
 
 	dFmt := `FROM busybox
 ADD %s/file /`
diff --git a/integration-cli/docker_cli_run_test.go b/integration-cli/docker_cli_run_test.go
index 2a652e35e4..776f0e5ba5 100644
--- a/integration-cli/docker_cli_run_test.go
+++ b/integration-cli/docker_cli_run_test.go
@@ -2239,14 +2239,7 @@ func (s *DockerSuite) TestRunSlowStdoutConsumer(c *check.C) {
 	// alternate to /dev/zero and /dev/stdout.
 	testRequires(c, DaemonIsLinux)
 
-	// TODO will remove this if issue #35963 fixed
-	var args []string
-	if runtime.GOARCH == "amd64" {
-		args = []string{"run", "--rm", "busybox", "/bin/sh", "-c", "dd if=/dev/zero of=/dev/stdout bs=1024 count=2000 | catv"}
-	} else {
-		args = []string{"run", "--rm", "busybox", "/bin/sh", "-c", "dd if=/dev/zero of=/dev/stdout bs=1024 count=2000 | cat -v"}
-	}
-
+	args := []string{"run", "--rm", "busybox", "/bin/sh", "-c", "dd if=/dev/zero of=/dev/stdout bs=1024 count=2000 | cat -v"}
 	cont := exec.Command(dockerBinary, args...)
 
 	stdout, err := cont.StdoutPipe()
diff --git a/integration-cli/fixtures/load/frozen.go b/integration-cli/fixtures/load/frozen.go
index 5701a216a2..7e104fe76c 100644
--- a/integration-cli/fixtures/load/frozen.go
+++ b/integration-cli/fixtures/load/frozen.go
@@ -37,6 +37,9 @@ func FrozenImagesLinux(client client.APIClient, images ...string) error {
 			if img == "hello-world:frozen" {
 				srcName = "hello-world:latest"
 			}
+			if img == "busybox:1.27-glibc" {
+				img = "busybox:latest"
+			}
 			loadImages = append(loadImages, struct{ srcName, destName string }{
 				srcName:  srcName,
 				destName: img,
diff --git a/internal/test/environment/protect.go b/internal/test/environment/protect.go
index 9aa6fdd602..482dde60b6 100644
--- a/internal/test/environment/protect.go
+++ b/internal/test/environment/protect.go
@@ -9,7 +9,7 @@ import (
 	"github.com/stretchr/testify/require"
 )
 
-var frozenImages = []string{"busybox:latest", "hello-world:frozen", "debian:jessie"}
+var frozenImages = []string{"busybox:1.27-glibc", "hello-world:frozen", "debian:jessie"}
 
 type protectedElements struct {
 	containers map[string]struct{}