diff --git a/Dockerfile b/Dockerfile
index aba1322df8..5d6e078074 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -9,19 +9,27 @@ RUN CGO_ENABLED=0 go build -trimpath -ldflags "-s -w" -v -o atlantis .
 # The runatlantis/atlantis-base is created by docker-base/Dockerfile.
 FROM ghcr.io/runatlantis/atlantis-base:2022.03.03 AS base
 
+# Get the architecture the image is being built for
+ARG TARGETPLATFORM
+
 # install terraform binaries
 ENV DEFAULT_TERRAFORM_VERSION=1.1.7
 
 # In the official Atlantis image we only have the latest of each Terraform version.
-RUN AVAILABLE_TERRAFORM_VERSIONS="0.8.8 0.9.11 0.10.8 0.11.15 0.12.31 0.13.7 0.14.11 0.15.5 1.0.11 ${DEFAULT_TERRAFORM_VERSION}" && \
+RUN AVAILABLE_TERRAFORM_VERSIONS="0.11.15 0.12.31 0.13.7 0.14.11 0.15.5 1.0.11 ${DEFAULT_TERRAFORM_VERSION}" && \
+    case ${TARGETPLATFORM} in \
+        "linux/amd64") TERRAFORM_ARCH=amd64 ;; \
+        "linux/arm64") TERRAFORM_ARCH=arm64 ;; \
+        "linux/arm/v7") TERRAFORM_ARCH=arm ;; \
+    esac && \
     for VERSION in ${AVAILABLE_TERRAFORM_VERSIONS}; do \
-        curl -LOs https://releases.hashicorp.com/terraform/${VERSION}/terraform_${VERSION}_linux_amd64.zip && \
+        curl -LOs https://releases.hashicorp.com/terraform/${VERSION}/terraform_${VERSION}_linux_${TERRAFORM_ARCH}.zip && \
         curl -LOs https://releases.hashicorp.com/terraform/${VERSION}/terraform_${VERSION}_SHA256SUMS && \
-        sed -n "/terraform_${VERSION}_linux_amd64.zip/p" terraform_${VERSION}_SHA256SUMS | sha256sum -c && \
+        sed -n "/terraform_${VERSION}_linux_${TERRAFORM_ARCH}.zip/p" terraform_${VERSION}_SHA256SUMS | sha256sum -c && \
         mkdir -p /usr/local/bin/tf/versions/${VERSION} && \
-        unzip terraform_${VERSION}_linux_amd64.zip -d /usr/local/bin/tf/versions/${VERSION} && \
+        unzip terraform_${VERSION}_linux_${TERRAFORM_ARCH}.zip -d /usr/local/bin/tf/versions/${VERSION} && \
         ln -s /usr/local/bin/tf/versions/${VERSION}/terraform /usr/local/bin/terraform${VERSION} && \
-        rm terraform_${VERSION}_linux_amd64.zip && \
+        rm terraform_${VERSION}_linux_${TERRAFORM_ARCH}.zip && \
         rm terraform_${VERSION}_SHA256SUMS; \
     done && \
     ln -s /usr/local/bin/tf/versions/${DEFAULT_TERRAFORM_VERSION}/terraform /usr/local/bin/terraform
@@ -29,14 +37,20 @@ RUN AVAILABLE_TERRAFORM_VERSIONS="0.8.8 0.9.11 0.10.8 0.11.15 0.12.31 0.13.7 0.1
 ENV DEFAULT_CONFTEST_VERSION=0.30.0
 
 RUN AVAILABLE_CONFTEST_VERSIONS="${DEFAULT_CONFTEST_VERSION}" && \
+    case ${TARGETPLATFORM} in \
+        "linux/amd64") CONFTEST_ARCH=x86_64 ;; \
+        "linux/arm64") CONFTEST_ARCH=arm64 ;; \
+        # There is currently no compiled version of conftest for armv7
+        "linux/arm/v7") CONFTEST_ARCH=x86_64 ;; \
+    esac && \
     for VERSION in ${AVAILABLE_CONFTEST_VERSIONS}; do \
-        curl -LOs https://github.com/open-policy-agent/conftest/releases/download/v${VERSION}/conftest_${VERSION}_Linux_x86_64.tar.gz && \
+        curl -LOs https://github.com/open-policy-agent/conftest/releases/download/v${VERSION}/conftest_${VERSION}_Linux_${CONFTEST_ARCH}.tar.gz && \
         curl -LOs https://github.com/open-policy-agent/conftest/releases/download/v${VERSION}/checksums.txt && \
-        sed -n "/conftest_${VERSION}_Linux_x86_64.tar.gz/p" checksums.txt | sha256sum -c && \
+        sed -n "/conftest_${VERSION}_Linux_${CONFTEST_ARCH}.tar.gz/p" checksums.txt | sha256sum -c && \
         mkdir -p /usr/local/bin/cft/versions/${VERSION} && \
-        tar -C  /usr/local/bin/cft/versions/${VERSION} -xzf conftest_${VERSION}_Linux_x86_64.tar.gz && \
+        tar -C /usr/local/bin/cft/versions/${VERSION} -xzf conftest_${VERSION}_Linux_${CONFTEST_ARCH}.tar.gz && \
         ln -s /usr/local/bin/cft/versions/${VERSION}/conftest /usr/local/bin/conftest${VERSION} && \
-        rm conftest_${VERSION}_Linux_x86_64.tar.gz && \
+        rm conftest_${VERSION}_Linux_${CONFTEST_ARCH}.tar.gz && \
         rm checksums.txt; \
     done
 
diff --git a/docker-base/Dockerfile b/docker-base/Dockerfile
index f05cb3f9a2..1e05829296 100644
--- a/docker-base/Dockerfile
+++ b/docker-base/Dockerfile
@@ -17,21 +17,40 @@ RUN addgroup atlantis && \
     chmod g=u /home/atlantis/ && \
     chmod g=u /etc/passwd
 
-# Install dumb-init, gosu and git-lfs.
-ENV DUMB_INIT_VERSION=1.2.5
+# Install gosu and git-lfs.
 ENV GOSU_VERSION=1.14
 ENV GIT_LFS_VERSION=3.1.2
-RUN apk add --no-cache ca-certificates gnupg curl git unzip bash openssh libcap openssl && \
-    curl -L -s --output /bin/dumb-init "https://github.com/Yelp/dumb-init/releases/download/v${DUMB_INIT_VERSION}/dumb-init_${DUMB_INIT_VERSION}_x86_64" && \
-    chmod +x /bin/dumb-init && \
+
+# Automatically populated with the architecture the image is being built for.
+ARG TARGETPLATFORM
+
+# Install packages needed for running Atlantis.
+RUN apk add --no-cache ca-certificates curl git unzip bash openssh libcap dumb-init && \
+    # Install packages needed for building dependencies.
+    apk add --no-cache --virtual .build-deps gnupg openssl && \
     mkdir -p /tmp/build && \
     cd /tmp/build && \
-    curl -L -s --output git-lfs.tar.gz "https://github.com/git-lfs/git-lfs/releases/download/v${GIT_LFS_VERSION}/git-lfs-linux-amd64-v${GIT_LFS_VERSION}.tar.gz" && \
+
+    # git-lfs
+    case ${TARGETPLATFORM} in \
+        "linux/amd64") GIT_LFS_ARCH=amd64 ;; \
+        "linux/arm64") GIT_LFS_ARCH=arm64 ;; \
+        "linux/arm/v7") GIT_LFS_ARCH=arm ;; \
+    esac && \
+    curl -L -s --output git-lfs.tar.gz "https://github.com/git-lfs/git-lfs/releases/download/v${GIT_LFS_VERSION}/git-lfs-linux-${GIT_LFS_ARCH}-v${GIT_LFS_VERSION}.tar.gz" && \
     tar -xf git-lfs.tar.gz && \
     chmod +x git-lfs && \
     mv git-lfs /usr/bin/git-lfs && \
-    curl -L -s --output gosu "https://github.com/tianon/gosu/releases/download/${GOSU_VERSION}/gosu-amd64" && \
-    curl -L -s --output gosu.asc "https://github.com/tianon/gosu/releases/download/${GOSU_VERSION}/gosu-amd64.asc" && \
+    git-lfs --version && \
+
+    # gosu
+    case ${TARGETPLATFORM} in \
+        "linux/amd64") GOSU_ARCH=amd64 ;; \
+        "linux/arm64") GOSU_ARCH=arm64 ;; \
+        "linux/arm/v7") GOSU_ARCH=armhf ;; \
+    esac && \
+    curl -L -s --output gosu "https://github.com/tianon/gosu/releases/download/${GOSU_VERSION}/gosu-${GOSU_ARCH}" && \
+    curl -L -s --output gosu.asc "https://github.com/tianon/gosu/releases/download/${GOSU_VERSION}/gosu-${GOSU_ARCH}.asc" && \
     for server in $(shuf -e ipv4.pool.sks-keyservers.net \
                             hkp://p80.pool.sks-keyservers.net:80 \
                             keyserver.ubuntu.com \
@@ -42,13 +61,15 @@ RUN apk add --no-cache ca-certificates gnupg curl git unzip bash openssh libcap
     gpg --batch --verify gosu.asc gosu && \
     chmod +x gosu && \
     cp gosu /bin && \
-        cd /tmp && \
-        rm -rf /tmp/build && \
-        gpgconf --kill dirmngr && \
-        gpgconf --kill gpg-agent && \
-        apk del gnupg openssl && \
-        rm -rf /root/.gnupg && \
-        rm -rf /var/cache/apk/*
+    gosu --version && \
+
+    # Cleanup
+    cd /tmp && \
+    rm -rf /tmp/build && \
+    gpgconf --kill dirmngr && \
+    gpgconf --kill gpg-agent && \
+    apk del .build-deps && \
+    rm -rf /root/.gnupg
 
 # Set up nsswitch.conf for Go's "netgo" implementation
 # - https://github.com/golang/go/blob/go1.9.1/src/net/conf.go#L194-L275
diff --git a/docker-entrypoint.sh b/docker-entrypoint.sh
index 572b270d42..5936a09a19 100755
--- a/docker-entrypoint.sh
+++ b/docker-entrypoint.sh
@@ -1,4 +1,4 @@
-#!/bin/dumb-init /bin/sh
+#!/usr/bin/dumb-init /bin/sh
 set -e
 
 # Modified: https://github.com/hashicorp/docker-consul/blob/2c2873f9d619220d1eef0bc46ec78443f55a10b5/0.X/docker-entrypoint.sh