diff --git a/Dockerfile b/Dockerfile
index 989c57f..4113b4d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,6 +1,37 @@
-ARG BASE_IMG=ghcr.io/hiddeco/golang-with-libgit2
-ARG BASE_TAG=dev
-FROM ${BASE_IMG}:${BASE_TAG} AS build
+ARG BASE_VARIANT=bullseye
+ARG GO_VERSION=1.16.8
+ARG XX_VERSION=1.0.0-rc.2
+
+ARG LIBGIT2_IMG=ghcr.io/fluxcd/golang-with-libgit2
+ARG LIBGIT2_TAG=libgit2-1.1.1
+
+FROM --platform=$BUILDPLATFORM tonistiigi/xx:${XX_VERSION} AS xx
+FROM ${LIBGIT2_IMG}:${LIBGIT2_TAG} as libgit2
+
+FROM --platform=$BUILDPLATFORM golang:${GO_VERSION}-${BASE_VARIANT} as gostable
+FROM --platform=$BUILDPLATFORM golang:1.17rc1-${BASE_VARIANT} AS golatest
+
+FROM gostable AS go-linux
+
+FROM go-${TARGETOS} AS build-base-bullseye
+
+# Copy the build utiltiies
+COPY --from=xx / /
+COPY --from=libgit2 /Makefile /libgit2/
+
+# Install the libgit2 build dependencies
+RUN make -C /libgit2 cmake
+
+ARG TARGETPLATFORM
+RUN make -C /libgit2 dependencies
+
+FROM build-base-${BASE_VARIANT} as libgit2-bullseye
+
+# Compile and install libgit2
+ARG TARGETPLATFORM
+RUN FLAGS=$(xx-clang --print-cmake-defines) make -C /libgit2 libgit2
+
+FROM libgit2-${BASE_VARIANT} as build-bullseye
 
 # Configure workspace
 WORKDIR /workspace
@@ -28,7 +59,16 @@ ARG TARGETPLATFORM
 RUN xx-go build -o image-automation-controller -trimpath \
     main.go
 
-FROM debian:bullseye-slim as controller
+FROM build-${BASE_VARIANT} as prepare-bullseye
+
+# Move libgit2 lib to generic and predictable location
+ARG TARGETPLATFORM
+RUN mkdir -p /libgit2/lib/ \
+    && cp -d /usr/lib/$(xx-info triple)/libgit2.so* /libgit2/lib/
+
+FROM prepare-${BASE_VARIANT} as build
+
+FROM debian:${BASE_VARIANT}-slim as controller
 
 # Configure user
 RUN groupadd controller && \
diff --git a/Makefile b/Makefile
index e9f690f..22346c7 100644
--- a/Makefile
+++ b/Makefile
@@ -7,15 +7,21 @@ TAG ?= latest
 CRD_OPTIONS ?= crd:crdVersions=v1
 
 # Base image used to build the Go binary
-BASE_IMG ?= ghcr.io/hiddeco/golang-with-libgit2
-BASE_TAG ?= dev
+LIBGIT2_IMG ?= ghcr.io/fluxcd/golang-with-libgit2
+LIBGIT2_TAG ?= libgit2-1.1.1
+
+# Allows for defining additional Docker buildx arguments,
+# e.g. '--push'.
+BUILD_ARGS ?=
+# Architectures to build images for
+BUILD_PLATFORMS ?= linux/amd64,linux/arm64,linux/arm/v7
 
 # Directory with versioned, downloaded things
 CACHE := cache
 
 # Version of the source-controller from which to get the GitRepository CRD.
 # Change this if you bump the source-controller/api version in go.mod.
-SOURCE_VER ?= v0.15.4
+SOURCE_VER ?= v0.16.0
 
 # Version of the image-reflector-controller from which to get the ImagePolicy CRD.
 # Change this if you bump the image-reflector-controller/api version in go.mod.
@@ -27,13 +33,21 @@ LIBGIT2_VER ?= 1.1.1
 # Repository root based on Git metadata.
 REPOSITORY_ROOT := $(shell git rev-parse --show-toplevel)
 
-# libgit2 related magical paths.
+# libgit2 related magical paths
 # These are used to determine if the target libgit2 version is already available on
-# the system, or where they should be installed to.
-SYSTEM_LIBGIT2_VER := $(shell pkg-config --modversion libgit2 2>/dev/null)
+# the system, or where they should be installed to
+SYSTEM_LIBGIT2_VERSION := $(shell pkg-config --modversion libgit2 2>/dev/null)
 LIBGIT2_PATH := $(REPOSITORY_ROOT)/hack/libgit2
 LIBGIT2_LIB_PATH := $(LIBGIT2_PATH)/lib
-LIBGIT2 := $(LIBGIT2_LIB_PATH)/libgit2.so.$(LIBGIT2_VER)
+LIBGIT2 := $(LIBGIT2_LIB_PATH)/libgit2.so.$(LIBGIT2_VERSION)
+
+ifneq ($(LIBGIT2_VERSION),$(SYSTEM_LIBGIT2_VERSION))
+	LIBGIT2_FORCE ?= 1
+endif
+
+ifeq ($(shell uname -s),Darwin)
+	LIBGIT2 := $(LIBGIT2_LIB_PATH)/libgit2.$(LIBGIT2_VERSION).dylib
+endif
 
 # Get the currently used golang install path (in GOPATH/bin, unless GOBIN is set)
 ifeq (,$(shell go env GOBIN))
@@ -127,10 +141,12 @@ generate: controller-gen	## Generate code
 	cd api; $(CONTROLLER_GEN) object:headerFile="../hack/boilerplate.go.txt" paths="./..."
 
 docker-build:  ## Build the Docker image
-	docker build \
-		--build-arg BASE_IMG=$(BASE_IMG) \
-		--build-arg BASE_TAG=$(BASE_TAG) \
-		-t $(IMG):$(TAG) .
+	docker buildx build \
+		--build-arg LIBGIT2_IMG=$(LIBGIT2_IMG) \
+		--build-arg LIBGIT2_TAG=$(LIBGIT2_TAG) \
+		--platform=$(BUILD_PLATFORMS) \
+		-t $(IMG):$(TAG) \
+		$(BUILD_ARGS) .
 
 docker-push:	## Push the Docker image
 	docker push $(IMG):$(TAG)
@@ -168,16 +184,15 @@ else
 API_REF_GEN=$(shell which gen-crd-api-reference-docs)
 endif
 
-libgit2: $(LIBGIT2)	## Detect or download libgit2 library
+libgit2: $(LIBGIT2)  ## Detect or download libgit2 library
 
 $(LIBGIT2):
-ifeq ($(LIBGIT2_VER),$(SYSTEM_LIBGIT2_VER))
-else
+ifeq (1, $(LIBGIT2_FORCE))
 	@{ \
 	set -e; \
 	mkdir -p $(LIBGIT2_PATH); \
-	docker cp $(shell docker create --rm $(BASE_IMG):$(BASE_TAG)):/libgit2/Makefile $(LIBGIT2_PATH); \
-	INSTALL_PREFIX=$(LIBGIT2_PATH) LIGBIT2_VERSION=$(LIBGIT2_VER) make -C $(LIBGIT2_PATH); \
+	curl -sL https://raw.githubusercontent.com/fluxcd/golang-with-libgit2/$(LIBGIT2_TAG)/hack/Makefile -o $(LIBGIT2_PATH)/Makefile; \
+	INSTALL_PREFIX=$(LIBGIT2_PATH) make -C $(LIBGIT2_PATH) libgit2; \
 	}
 endif
 
diff --git a/api/go.mod b/api/go.mod
index 8e51473..8a5e9c0 100644
--- a/api/go.mod
+++ b/api/go.mod
@@ -4,7 +4,7 @@ go 1.16
 
 require (
 	github.com/fluxcd/pkg/apis/meta v0.10.0
-	github.com/fluxcd/source-controller/api v0.15.4
+	github.com/fluxcd/source-controller/api v0.16.0
 	k8s.io/apimachinery v0.21.3
 	sigs.k8s.io/controller-runtime v0.9.5
 )
diff --git a/api/go.sum b/api/go.sum
index ce6d0ad..63f7e2c 100644
--- a/api/go.sum
+++ b/api/go.sum
@@ -93,8 +93,8 @@ github.com/evanphx/json-patch v4.11.0+incompatible/go.mod h1:50XU6AFN0ol/bzJsmQL
 github.com/fatih/color v1.7.0/go.mod h1:Zm6kSWBoL9eyXnKyktHP6abPY2pDugNf5KwzbycvMj4=
 github.com/fluxcd/pkg/apis/meta v0.10.0 h1:N7wVGHC1cyPdT87hrDC7UwCwRwnZdQM46PBSLjG2rlE=
 github.com/fluxcd/pkg/apis/meta v0.10.0/go.mod h1:CW9X9ijMTpNe7BwnokiUOrLl/h13miwVr/3abEQLbKE=
-github.com/fluxcd/source-controller/api v0.15.4 h1:9aRcH/WKJWt7Bp954K/wzLRuiRiHuD2osvYp74GoP64=
-github.com/fluxcd/source-controller/api v0.15.4/go.mod h1:guUCCapjzE2kocwFreQTM/IGvtAglIJc4L97mokairo=
+github.com/fluxcd/source-controller/api v0.16.0 h1:xFz+K7lLg/82uOQp+a0g04GsgoWNfyzwXAoVQy4T/oI=
+github.com/fluxcd/source-controller/api v0.16.0/go.mod h1:guUCCapjzE2kocwFreQTM/IGvtAglIJc4L97mokairo=
 github.com/form3tech-oss/jwt-go v3.2.2+incompatible/go.mod h1:pbq4aXjuKjdthFRnoDwaVPLA+WlJuPGy+QneDUgJi2k=
 github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo=
 github.com/fsnotify/fsnotify v1.4.9 h1:hsms1Qyu0jgnwNXIxa+/V/PDsU6CfLf6CNO8H7IWoS4=
diff --git a/go.mod b/go.mod
index c76f012..680b4d2 100644
--- a/go.mod
+++ b/go.mod
@@ -15,9 +15,8 @@ require (
 	github.com/fluxcd/pkg/runtime v0.12.1
 	github.com/fluxcd/pkg/ssh v0.1.0
 	// If you bump this, change SOURCE_VER in the Makefile to match
-	// TODO(hidde): set to tagged version of release.
-	github.com/fluxcd/source-controller v0.15.5-0.20210930103634-ac1b95090415
-	github.com/fluxcd/source-controller/api v0.15.4
+	github.com/fluxcd/source-controller v0.16.0
+	github.com/fluxcd/source-controller/api v0.16.0
 	github.com/go-git/go-billy/v5 v5.3.1
 	github.com/go-git/go-git/v5 v5.4.2
 	github.com/go-logr/logr v0.4.0
diff --git a/go.sum b/go.sum
index fdf448a..a08bcbd 100644
--- a/go.sum
+++ b/go.sum
@@ -358,10 +358,10 @@ github.com/fluxcd/pkg/testserver v0.1.0/go.mod h1:fvt8BHhXw6c1+CLw1QFZxcQprlcXzs
 github.com/fluxcd/pkg/untar v0.1.0/go.mod h1:aGswNyzB1mlz/T/kpOS58mITBMxMKc9tlJBH037A2HY=
 github.com/fluxcd/pkg/version v0.1.0 h1:v+SmCanmCB5Tj2Cx9TXlj+kNRfPGbAvirkeqsp7ZEAQ=
 github.com/fluxcd/pkg/version v0.1.0/go.mod h1:V7Z/w8dxLQzv0FHqa5ox5TeyOd2zOd49EeuWFgnwyj4=
-github.com/fluxcd/source-controller v0.15.5-0.20210930103634-ac1b95090415 h1:XrTvVFkWdFQX6GbosGNVtfreqAVqjBtFVk2cqy0uBYk=
-github.com/fluxcd/source-controller v0.15.5-0.20210930103634-ac1b95090415/go.mod h1:XPuJVVTs4eYwDWbZjaZY6JLiaNMPti+sl6LpCewEcvc=
-github.com/fluxcd/source-controller/api v0.15.4 h1:9aRcH/WKJWt7Bp954K/wzLRuiRiHuD2osvYp74GoP64=
-github.com/fluxcd/source-controller/api v0.15.4/go.mod h1:guUCCapjzE2kocwFreQTM/IGvtAglIJc4L97mokairo=
+github.com/fluxcd/source-controller v0.16.0 h1:GUzyh6+NmA8Tx9fhhz/shYo585ICM9lCG0gAWkr/kGA=
+github.com/fluxcd/source-controller v0.16.0/go.mod h1:WsrFDJcVFawfMvTuKaz52yU9NA+lxGy+6qRFO3tdbps=
+github.com/fluxcd/source-controller/api v0.16.0 h1:xFz+K7lLg/82uOQp+a0g04GsgoWNfyzwXAoVQy4T/oI=
+github.com/fluxcd/source-controller/api v0.16.0/go.mod h1:guUCCapjzE2kocwFreQTM/IGvtAglIJc4L97mokairo=
 github.com/flynn/go-shlex v0.0.0-20150515145356-3f9db97f8568/go.mod h1:xEzjJPgXI435gkrCt3MPfRiAkVrwSbHsst4LCFVfpJc=
 github.com/form3tech-oss/jwt-go v3.2.2+incompatible/go.mod h1:pbq4aXjuKjdthFRnoDwaVPLA+WlJuPGy+QneDUgJi2k=
 github.com/franela/goblin v0.0.0-20200105215937-c9ffbefa60db/go.mod h1:7dvUGVsVBjqR7JHJk0brhHOZYGmfBYOrK0ZhYMEtBr4=