diff --git a/Dockerfile b/Dockerfile
index d1ef4ec42..46f418b1d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -15,8 +15,9 @@ FROM golang:1.15.5
 
 WORKDIR /go/src/sigs.k8s.io/descheduler
 COPY . .
+ARG ARCH
 ARG VERSION
-RUN VERSION=${VERSION} make
+RUN VERSION=${VERSION} make build.$ARCH
 
 FROM scratch
 
diff --git a/Makefile b/Makefile
index f74f26c00..b05a62e9e 100644
--- a/Makefile
+++ b/Makefile
@@ -18,6 +18,7 @@
 VERSION?=v$(shell date +%Y%m%d)-$(shell git describe --tags --match "v*")
 BUILD=$(shell date +%FT%T%z)
 LDFLAG_LOCATION=sigs.k8s.io/descheduler/cmd/descheduler/app
+ARCHS = amd64 arm64
 
 LDFLAGS=-ldflags "-X ${LDFLAG_LOCATION}.version=${VERSION} -X ${LDFLAG_LOCATION}.buildDate=${BUILD}"
 
@@ -47,18 +48,40 @@ all: build
 build:
 	CGO_ENABLED=0 go build ${LDFLAGS} -o _output/bin/descheduler sigs.k8s.io/descheduler/cmd/descheduler
 
+build.amd64:
+	CGO_ENABLED=0 GOOS=linux GOARCH=amd64 go build ${LDFLAGS} -o _output/bin/descheduler sigs.k8s.io/descheduler/cmd/descheduler
+
+build.arm64:
+	CGO_ENABLED=0 GOOS=linux GOARCH=arm64 go build ${LDFLAGS} -o _output/bin/descheduler sigs.k8s.io/descheduler/cmd/descheduler
+
 dev-image: build
 	docker build -f Dockerfile.dev -t $(IMAGE) .
 
 image:
-	docker build --build-arg VERSION="$(VERSION)" -t $(IMAGE) .
+	docker build --build-arg VERSION="$(VERSION)" --build-arg ARCH="amd64" -t $(IMAGE) .
 
-push-container-to-gcloud: image
+image.amd64:
+	docker build --build-arg VERSION="$(VERSION)" --build-arg ARCH="amd64" -t $(IMAGE)-amd64 .
+
+image.arm64:
+	docker build --build-arg VERSION="$(VERSION)" --build-arg ARCH="arm64" -t $(IMAGE)-arm64 .
+
+push: image
 	gcloud auth configure-docker
 	docker tag $(IMAGE) $(IMAGE_GCLOUD)
 	docker push $(IMAGE_GCLOUD)
 
-push: push-container-to-gcloud
+push-all: image.amd64 image.arm64
+	gcloud auth configure-docker
+	for arch in $(ARCHS); do \
+		docker tag $(IMAGE)-$${arch} $(IMAGE_GCLOUD)-$${arch} ;\
+		docker push $(IMAGE_GCLOUD)-$${arch} ;\
+	done
+	DOCKER_CLI_EXPERIMENTAL=enabled docker manifest create $(IMAGE_GCLOUD) $(addprefix --amend $(IMAGE_GCLOUD)-, $(ARCHS))
+	for arch in $(ARCHS); do \
+		DOCKER_CLI_EXPERIMENTAL=enabled docker manifest annotate --arch $${arch} $(IMAGE_GCLOUD) $(IMAGE_GCLOUD)-$${arch} ;\
+	done
+	DOCKER_CLI_EXPERIMENTAL=enabled docker manifest push $(IMAGE_GCLOUD) ;\
 
 clean:
 	rm -rf _output
diff --git a/cloudbuild.yaml b/cloudbuild.yaml
index d9a9b5605..a80de306e 100644
--- a/cloudbuild.yaml
+++ b/cloudbuild.yaml
@@ -14,7 +14,7 @@ steps:
     - VERSION=$_GIT_TAG
     - BASE_REF=$_PULL_BASE_REF
     args:
-    - push
+    - push-all
 substitutions:
   # _GIT_TAG will be filled with a git-based tag for the image, of the form vYYYYMMDD-hash, and
   # can be used as a substitution
diff --git a/docs/release-guide.md b/docs/release-guide.md
index 9a0adeb14..d780a772e 100644
--- a/docs/release-guide.md
+++ b/docs/release-guide.md
@@ -20,7 +20,7 @@
 3. Push the release branch to the descheuler repo and ensure branch protection is enabled (not required for patch releases)
 4. Tag the repository from the `master` branch (from the `release-1.18` branch for a patch release) and push the tag `VERSION=v0.18.0 git tag -m $VERSION $VERSION; git push origin $VERSION`
 5. Checkout the tag you just created and make sure your repo is clean by git's standards `git checkout $VERSION`
-6. Build and push the container image to the staging registry `VERSION=$VERSION make push`
+6. Build and push the container image to the staging registry `VERSION=$VERSION make push-all`
 7. Publish a draft release using the tag you just created
 8. Perform the [image promotion process](https://github.com/kubernetes/k8s.io/tree/master/k8s.gcr.io#image-promoter)
 9. Publish release
diff --git a/docs/user-guide.md b/docs/user-guide.md
index 342d75cfe..63a371e25 100644
--- a/docs/user-guide.md
+++ b/docs/user-guide.md
@@ -3,6 +3,16 @@
 Starting with descheduler release v0.10.0 container images are available in the official k8s container registry.
 * `k8s.gcr.io/descheduler/descheduler`
 
+Also, starting with descheduler release v0.20.0 multi-arch container images are provided. Currently AMD64 and ARM64
+container images are provided. Multi-arch container images cannot be pulled by [kind](https://kind.sigs.k8s.io) from
+a registry. Therefore starting with descheduler release v0.20.0 use the below process to download the official descheduler
+image into a kind cluster.
+```
+kind create cluster
+docker pull k8s.gcr.io/descheduler/descheduler:v0.20.0
+kind load docker-image k8s.gcr.io/descheduler/descheduler:v0.20.0
+```
+
 ## Policy Configuration Examples
 The [examples](https://github.com/kubernetes-sigs/descheduler/tree/master/examples) directory has descheduler policy configuration examples.