diff --git a/.github/workflows/build-push-images.yaml b/.github/workflows/build-push-images.yaml
index 9403aaf..db16954 100644
--- a/.github/workflows/build-push-images.yaml
+++ b/.github/workflows/build-push-images.yaml
@@ -14,6 +14,7 @@ jobs:
       REGISTRY_USERNAME: netobserv+github_ci
       REGISTRY_PASSWORD: ${{ secrets.QUAY_SECRET }}
       REGISTRY_NAMESPACE: netobserv
+      MULTIARCH_TARGETS: amd64 arm64 ppc64le s390x
     steps:
       - name: Checkout the latest code
         uses: actions/checkout@v2
@@ -24,7 +25,7 @@ jobs:
           make lint MUST_GATHER_IMAGE=$REGISTRY_NAMESPACE/must-gather
       - name: Build image
         run: |
-          make image-build MUST_GATHER_IMAGE=$REGISTRY_NAMESPACE/must-gather
+          MULTIARCH_TARGETS="${{ env.MULTIARCH_TARGETS }}" make image-build MUST_GATHER_IMAGE=$REGISTRY_NAMESPACE/must-gather
       - name: podman login to quay.io
         uses: redhat-actions/podman-login@v1
         with:
@@ -37,4 +38,4 @@ jobs:
       - name: Push image
         run: |
           IMAGE_TAG=${{ env.short_sha }}
-          make build MUST_GATHER_IMAGE=$REGISTRY_NAMESPACE/must-gather
+          MULTIARCH_TARGETS="${{ env.MULTIARCH_TARGETS }}" make build MUST_GATHER_IMAGE=$REGISTRY_NAMESPACE/must-gather
diff --git a/Dockerfile b/Dockerfile
index effce1a..924c38a 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,8 +1,12 @@
-FROM quay.io/openshift/origin-must-gather:4.12.0 as builder
 
-FROM quay.io/centos/centos:stream8
+FROM quay.io/centos/centos:stream9
 
-COPY --from=builder /usr/bin/oc /usr/bin/oc
+RUN set -x; \
+    OC_TAR_URL="https://mirror.openshift.com/pub/openshift-v4/$(uname -m)/clients/ocp/latest/openshift-client-linux.tar.gz" && \
+    curl -L -q -o /tmp/oc.tar.gz "$OC_TAR_URL" && \
+    tar -C /usr/bin/ -xvf /tmp/oc.tar.gz oc && \
+    ln -sf /usr/bin/oc /usr/bin/kubectl && \
+    rm -f /tmp/oc.tar.gz
 
 # Copy all collection scripts to /usr/bin
 COPY collection-scripts/* /usr/bin/
diff --git a/Makefile b/Makefile
index 2cc5bac..5372ce7 100644
--- a/Makefile
+++ b/Makefile
@@ -6,13 +6,21 @@ TAG := $(shell git describe --abbrev=0 --tags ${TAG_COMMIT} 2>/dev/null || true)
 BUILD_VERSION := $(TAG:v%=%)
 
 # Image building tool (docker / podman)
-ifndef OCI_BIN
-ifeq (,$(shell which podman 2>/dev/null))
-OCI_BIN=docker
-else
-OCI_BIN=podman
-endif
-endif
+# Image building tool (docker / podman) - docker is preferred in CI
+OCI_BIN_PATH := $(shell which podman 2>/dev/null || which docker)
+OCI_BIN ?= $(shell basename ${OCI_BIN_PATH})
+
+# build a single arch target provided as argument
+define build_target
+	echo 'building image for arch $(1)'; \
+	DOCKER_BUILDKIT=1 $(OCI_BIN) buildx build --load --platform "$(1)" --output plain -t  ${IMAGE_REGISTRY}/${MUST_GATHER_IMAGE}-$(1):${IMAGE_TAG} -f Dockerfile .;
+endef
+
+# push a single arch target image
+define push_target
+	echo 'pushing image ${IMAGE}-$(1)'; \
+	DOCKER_BUILDKIT=1 $(OCI_BIN) push ${IMAGE_REGISTRY}/${MUST_GATHER_IMAGE}-$(1):${IMAGE_TAG};
+endef
 
 # MUST_GATHER_IMAGE needs to be passed explicitly to avoid accidentally pushing to netobserv/must-gather
 check-image-env: ## Check MUST_GATHER_IMAGE make sure its set.
@@ -34,12 +42,13 @@ endif
 
 .PHONY: image-build
 image-build: check-image-env ## Build NetObserv collection image.
-	$(OCI_BIN) build --build-arg BUILD_VERSION="${BUILD_VERSION}" -t ${IMAGE_REGISTRY}/${MUST_GATHER_IMAGE}:${IMAGE_TAG} .
+	trap 'exit' INT; \
+	$(foreach target,$(MULTIARCH_TARGETS),$(call build_target,$(target)))
 
 .PHONY: image-push
 image-push: check-image-env ## Push NetObserv collection image.
-	$(OCI_BIN) push ${IMAGE_REGISTRY}/${MUST_GATHER_IMAGE}:${IMAGE_TAG}
-
+	trap 'exit' INT; \
+	$(foreach target,$(MULTIARCH_TARGETS),$(call push_target,$(target)))
 
 .PHONY: help
 help: ## Display this help.