diff --git a/.github/workflows/container.yml b/.github/workflows/container.yml
index a9a57032d4..39adae1efe 100644
--- a/.github/workflows/container.yml
+++ b/.github/workflows/container.yml
@@ -21,6 +21,12 @@ jobs:
         shell: bash
         run: echo "GITHUB_BRANCH_NAME=$(echo ${GITHUB_REF#refs/heads/} | tr / -)" >> $GITHUB_ENV
 
+      # To build multi-arch images, see also: https://github.com/redhat-actions/buildah-build#multi-arch-builds
+      - name: Install qemu dependency
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y qemu-user-static
+
       - name: Build container
         run: make container
 
diff --git a/Dockerfile b/Dockerfile
index 48dd231959..790549458f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,5 +1,7 @@
-# Equivalent of docker.io/golang:1.17.5-bullseye on 06.01.2022
-FROM docker.io/golang@sha256:90fb73aa50a20c85ecfaf619002dceeabff306ae19beec149e6be39928ee7f2d as build
+ARG GOLANG_BASE
+ARG DEBIAN_BASE
+
+FROM ${GOLANG_BASE} as build
 
 # For more information about the snapshots, see: https://snapshot.debian.org/
 RUN echo "\
@@ -14,8 +16,14 @@ RUN apt-get -o Acquire::Check-Valid-Until="false" update -y && \
       apt-get install --no-install-recommends -y clang-11 llvm-11 make gcc coreutils elfutils binutils zlib1g-dev libelf-dev ca-certificates netbase && \
       ln -s /usr/bin/clang-11 /usr/bin/clang && \
       ln -s /usr/bin/llc-11 /usr/bin/llc
+
 WORKDIR /parca-agent
 
+ARG ARCH=amd64
+ENV GOOS=linux
+ENV ARCH=$ARCH
+ENV GOARCH=$ARCH
+
 COPY go.mod go.sum /parca-agent/
 RUN go mod download -modcacherw
 
@@ -26,19 +34,22 @@ RUN make bpf
 COPY . /parca-agent
 RUN make build
 
-# Equivalent of docker.io/debian:bullseye-slim on 06.01.2022
-FROM docker.io/debian@sha256:96e65f809d753e35c54b7ba33e59d92e53acc8eb8b57bf1ccece73b99700b3b0 as all
+FROM ${DEBIAN_BASE} as all
+
+ARG LINUX_ARCH=x86_64
+ENV LINUX_ARCH=$LINUX_ARCH
+
 COPY --from=build /etc/nsswitch.conf /etc/nsswitch.conf
 COPY --from=build /etc/ssl/certs/ca-certificates.crt /etc/ssl/certs/ca-certificates.crt
 COPY --from=build /usr/share/zoneinfo /usr/share/zoneinfo
-COPY --from=build /lib/x86_64-linux-gnu/libpthread.so.0 /lib/x86_64-linux-gnu/libpthread.so.0
-COPY --from=build /usr/lib/x86_64-linux-gnu/libelf-0.183.so /usr/lib/x86_64-linux-gnu/libelf-0.183.so
-COPY --from=build /usr/lib/x86_64-linux-gnu/libdw.so.1 /usr/lib/x86_64-linux-gnu/libdw.so.1
-RUN ln -s /usr/lib/x86_64-linux-gnu/libelf-0.183.so /usr/lib/x86_64-linux-gnu/libelf.so.1
-COPY --from=build /lib/x86_64-linux-gnu/libz.so.1 /lib/x86_64-linux-gnu/libz.so.1
-COPY --from=build /lib/x86_64-linux-gnu/libc.so.6 /lib/x86_64-linux-gnu/libc.so.6
-COPY --from=build /usr/lib/x86_64-linux-gnu/libbfd-2.35.2-system.so /usr/lib/x86_64-linux-gnu/libbfd-2.35.2-system.so
-COPY --from=build /lib/x86_64-linux-gnu/libdl.so.2 /lib/x86_64-linux-gnu/libdl.so.2
+COPY --from=build /lib/${LINUX_ARCH}-linux-gnu/libpthread.so.0 /lib/${LINUX_ARCH}-linux-gnu/libpthread.so.0
+COPY --from=build /usr/lib/${LINUX_ARCH}-linux-gnu/libelf-0.183.so /usr/lib/${LINUX_ARCH}-linux-gnu/libelf-0.183.so
+COPY --from=build /usr/lib/${LINUX_ARCH}-linux-gnu/libdw.so.1 /usr/lib/${LINUX_ARCH}-linux-gnu/libdw.so.1
+RUN ln -s /usr/lib/${LINUX_ARCH}-linux-gnu/libelf-0.183.so /usr/lib/${LINUX_ARCH}-linux-gnu/libelf.so.1
+COPY --from=build /lib/${LINUX_ARCH}-linux-gnu/libz.so.1 /lib/${LINUX_ARCH}-linux-gnu/libz.so.1
+COPY --from=build /lib/${LINUX_ARCH}-linux-gnu/libc.so.6 /lib/${LINUX_ARCH}-linux-gnu/libc.so.6
+COPY --from=build /usr/lib/${LINUX_ARCH}-linux-gnu/libbfd-2.35.2-system.so /usr/lib/${LINUX_ARCH}-linux-gnu/libbfd-2.35.2-system.so
+COPY --from=build /lib/${LINUX_ARCH}-linux-gnu/libdl.so.2 /lib/${LINUX_ARCH}-linux-gnu/libdl.so.2
 COPY --from=build /usr/bin/objcopy /usr/bin/objcopy
 COPY --from=build /usr/bin/eu-strip /usr/bin/eu-strip
 COPY --from=build /parca-agent/dist/parca-agent /bin/parca-agent
diff --git a/Makefile b/Makefile
index b58ff61b1b..c57bffe3b8 100644
--- a/Makefile
+++ b/Makefile
@@ -3,6 +3,8 @@ all: bpf build
 
 SHELL := /bin/bash
 
+ALL_ARCH ?= amd64 arm64
+
 # tools:
 CMD_LLC ?= llc
 CMD_CLANG ?= clang
@@ -11,7 +13,19 @@ CMD_GIT ?= git
 CMD_EMBEDMD ?= embedmd
 # environment:
 ARCH_UNAME := $(shell uname -m)
-ARCH ?= $(ARCH_UNAME:aarch64=arm64)
+
+ifeq ($(ARCH_UNAME), x86_64)
+	ARCH ?= amd64
+else
+	ARCH ?= arm64
+endif
+
+ifeq ($(ARCH), amd64)
+	LINUX_ARCH ?= x86_64=x86
+else
+	LINUX_ARCH ?= aarch64=arm64
+endif
+
 KERN_RELEASE ?= $(shell uname -r)
 KERN_BLD_PATH ?= $(if $(KERN_HEADERS),$(KERN_HEADERS),/lib/modules/$(KERN_RELEASE)/build)
 KERN_SRC_PATH ?= $(if $(KERN_HEADERS),$(KERN_HEADERS),$(if $(wildcard /lib/modules/$(KERN_RELEASE)/source),/lib/modules/$(KERN_RELEASE)/source,$(KERN_BLD_PATH)))
@@ -103,7 +117,6 @@ $(BPF_BUNDLE): $(BPF_SRC) $(LIBBPF_HEADERS)/bpf $(BPF_HEADERS)
 .PHONY: bpf
 bpf: $(OUT_BPF)
 
-linux_arch := $(ARCH:x86_64=x86)
 ifndef DOCKER
 $(OUT_BPF): $(BPF_SRC) $(LIBBPF_HEADERS) $(LIBBPF_OBJ) | $(OUT_DIR) $(bpf_compile_tools)
 	mkdir -p $(OUT_BPF_DIR)
@@ -111,7 +124,7 @@ $(OUT_BPF): $(BPF_SRC) $(LIBBPF_HEADERS) $(LIBBPF_OBJ) | $(OUT_DIR) $(bpf_compil
 	$(CMD_CLANG) -S \
 		-D__BPF_TRACING__ \
 		-D__KERNEL__ \
-		-D__TARGET_ARCH_$(linux_arch) \
+		-D__TARGET_ARCH_$(LINUX_ARCH) \
 		-I $(LIBBPF_HEADERS)/bpf \
 		-I $(BPF_HEADERS) \
 		-Wno-address-of-packed-member \
@@ -192,15 +205,15 @@ check_%:
 
 .PHONY: container
 container:
-	buildah build-using-dockerfile --timestamp 0 --layers -t $(OUT_DOCKER):$(VERSION)
+	./make-containers.sh $(OUT_DOCKER):$(VERSION)
 
 .PHONY: push-container
 push-container:
-	buildah push $(OUT_DOCKER):$(VERSION)
+	podman push $(OUT_DOCKER):$(VERSION)
 
 .PHONY: push-quay-container
 push-quay-container:
-	buildah push $(OUT_DOCKER):$(VERSION) quay.io/parca/parca-agent:$(VERSION)
+	podman push $(OUT_DOCKER):$(VERSION) quay.io/parca/parca-agent:$(VERSION)
 
 .PHONY: internal/pprof
 internal/pprof:
diff --git a/make-containers.sh b/make-containers.sh
new file mode 100755
index 0000000000..38b632d93b
--- /dev/null
+++ b/make-containers.sh
@@ -0,0 +1,37 @@
+#!/usr/bin/env bash
+set +x
+
+MANIFEST="$1"
+ARCHS=('arm64' 'amd64')
+LINUX_ARCHS=('aarch64' 'x86_64')
+
+# podman manifest inspect docker.io/golang:1.17.7-bullseye
+# SHA order is respectively arm64, amd64
+DOCKER_GOLANG_SHAS=(
+    'docker.io/golang@sha256:55bebd100dc82c17d2111bff177156fd4aa4f5db37a396b5834c645b19208d44'
+    'docker.io/golang@sha256:1996dda6ea808b9909acf67f594e68948bf630bade0bf61b3a2025f5aadc3ada'
+)
+
+# podman manifest inspect docker.io/debian:bullseye-slim
+# SHA order is respectively arm64, amd64
+DOCKER_DEBIAN_SHAS=(
+    'docker.io/debian@sha256:306e5b78ae40c2467397e2cfb560dc9ff8ae935c1c7b2ed8224eb6aecc76cd32'
+    'docker.io/debian@sha256:7c78fedca85eec82669ff06969250175edac0750cb883628dfe7be18cb906928'
+)
+
+for i in "${!ARCHS[@]}"; do
+    ARCH=${ARCHS[$i]}
+    LINUX_ARCH=${LINUX_ARCHS[$i]}
+    DOCKER_GOLANG_SHA=${DOCKER_GOLANG_SHAS[$i]}
+    DOCKER_DEBIAN_SHA=${DOCKER_DEBIAN_SHAS[$i]}
+    echo "Building manifest for $MANIFEST with arch \"$ARCH\" which is linux-arch \"$LINUX_ARCH\""
+    podman build \
+        --build-arg GOLANG_BASE=$DOCKER_GOLANG_SHA \
+        --build-arg DEBIAN_BASE=$DOCKER_DEBIAN_SHA \
+        --build-arg ARCH=$ARCH \
+        --build-arg ARCH=$ARCH \
+        --build-arg LINUX_ARCH=$LINUX_ARCH \
+        --arch $ARCH \
+        --timestamp 0 \
+        --manifest $MANIFEST .; \
+done