diff --git a/distribution/docker/Dockerfile b/distribution/docker/Dockerfile
index 3b22e9d03bb..5b55ec1be6c 100644
--- a/distribution/docker/Dockerfile
+++ b/distribution/docker/Dockerfile
@@ -17,8 +17,14 @@
 # under the License.
 #
 
-ARG JDK_VERSION=8
-FROM maven:3.8.4-jdk-11-slim as builder
+ARG JDK_VERSION=11
+
+# The platform is explicitly specified as x64 to build the Druid distribution.
+# This is because it's not able to build the distribution on arm64 due to dependency problem of web-console. See: https://github.com/apache/druid/issues/13012
+# Since only java jars are shipped in the final image, it's OK to build the distribution on x64.
+# Once the web-console dependency problem is resolved, we can remove the --platform directive.
+FROM --platform=linux/amd64 maven:3.8.6-jdk-11-slim as builder
+
 # Rebuild from source in this stage
 # This can be unset if the tarball was already built outside of Docker
 ARG BUILD_FROM_SOURCE="true"
@@ -29,7 +35,7 @@ RUN export DEBIAN_FRONTEND=noninteractive \
 
 COPY . /src
 WORKDIR /src
-RUN if [ "$BUILD_FROM_SOURCE" = "true" ]; then \
+RUN --mount=type=cache,target=/root/.m2 if [ "$BUILD_FROM_SOURCE" = "true" ]; then \
       mvn -B -ff -q dependency:go-offline \
       install \
       -Pdist,bundle-contrib-exts \
@@ -37,20 +43,39 @@ RUN if [ "$BUILD_FROM_SOURCE" = "true" ]; then \
       -Dmaven.javadoc.skip=true \
       ; fi
 
-RUN VERSION=$(mvn -B -q org.apache.maven.plugins:maven-help-plugin:3.2.0:evaluate \
+RUN --mount=type=cache,target=/root/.m2 VERSION=$(mvn -B -q org.apache.maven.plugins:maven-help-plugin:3.2.0:evaluate \
       -Dexpression=project.version -DforceStdout=true \
     ) \
  && tar -zxf ./distribution/target/apache-druid-${VERSION}-bin.tar.gz -C /opt \
  && mv /opt/apache-druid-${VERSION} /opt/druid
 
-FROM amd64/busybox:1.30.0-glibc as busybox
+FROM busybox:1.35.0-glibc as busybox
 
-FROM gcr.io/distroless/java:$JDK_VERSION
+FROM gcr.io/distroless/java$JDK_VERSION-debian11
 LABEL maintainer="Apache Druid Developers <dev@druid.apache.org>"
 
 COPY --from=busybox /bin/busybox /busybox/busybox
 RUN ["/busybox/busybox", "--install", "/bin"]
 
+# Predefined builtin arg, see: https://docs.docker.com/engine/reference/builder/#automatic-platform-args-in-the-global-scope
+ARG TARGETARCH
+
+#
+# Download bash-static binary to execute scripts that require bash.
+# Although bash-static supports multiple platforms, but there's no need for us to support all those platform, amd64 and arm64 are enough.
+#
+ARG BASH_URL_BASE="https://github.com/robxu9/bash-static/releases/download/5.1.016-1.2.3"
+RUN if [ "$TARGETARCH" = "arm64" ]; then \
+      BASH_URL="${BASH_URL_BASE}/bash-linux-aarch64" ; \
+    elif [ "$TARGETARCH" = "amd64" ]; then \
+      BASH_URL="${BASH_URL_BASE}/bash-linux-x86_64" ; \
+    else \
+      echo "Unsupported architecture ($TARGETARCH)" && exit 1; \
+    fi; \
+    echo "Downloading bash-static from ${BASH_URL}" \
+    && wget ${BASH_URL} -O /bin/bash \
+    && chmod 755 /bin/bash
+
 RUN addgroup -S -g 1000 druid \
  && adduser -S -u 1000 -D -H -h /opt/druid -s /bin/sh -g '' -G druid druid
 
diff --git a/distribution/docker/README.md b/distribution/docker/README.md
index 8a1df57fa56..4c03e230b62 100644
--- a/distribution/docker/README.md
+++ b/distribution/docker/README.md
@@ -19,15 +19,32 @@
 
 ## Build
 
-From the root of the repo, run `docker build -t apache/druid:tag -f distribution/docker/Dockerfile .`
+From the root of the repo, run following command:
+
+```bash
+DOCKER_BUILDKIT=1 docker build -t apache/druid:tag -f distribution/docker/Dockerfile .
+```
+
+### Building images on Apple M1/M2
+To build images on Apple M1/M2, you need to follow the instructions in this section.
+
+1. build Druid distribution from the root of the repo
+   ```bash
+   mvn clean package -DskipTests -Pdist
+   ```
+2. build target image
+   ```
+   DOCKER_BUILDKIT=1 docker build -t apache/druid:tag -f distribution/docker/Dockerfile --build-arg BUILD_FROM_SOURCE=false .
+   ```
 
 ## Run
 
-Edit `environment` to suite. Run `docker-compose -f distribution/docker/docker-compose.yml up`
-
-## Java 11
-
-From the root of the repo, run `docker build -t apache/druid:tag -f distribution/docker/Dockerfile.java11 .` which will build Druid to run in a Java 11 environment.
+1. Edit `distribution/docker/docker-compose.yml` file to change the tag of Druid's images to the tag that's used in the 'Build' phase above.
+2. Edit `environment` file to suite if necessary.
+3. Run:
+    ```bash
+    docker-compose -f distribution/docker/docker-compose.yml up
+    ```
 
 ## MySQL Database Connector
 
@@ -35,6 +52,8 @@ This image contains solely the postgres metadata storage connector. If you
 need the mysql metadata storage connector, you can use Dockerfile.mysql to add
 it to the base image above.
 
-`docker build -t apache/druid:tag-mysql --build-arg DRUID_RELEASE=apache/druid:tag -f distribution/docker/Dockerfile.mysql .`
+```bash
+docker build -t apache/druid:tag-mysql --build-arg DRUID_RELEASE=apache/druid:tag -f distribution/docker/Dockerfile.mysql .
+```
 
-where `druid:tag` is the version to use as the base.
+where `druid:tag` is the version of Druid image to use as the base.
diff --git a/distribution/docker/druid.sh b/distribution/docker/druid.sh
index f3b506d64ca..b51419991fe 100755
--- a/distribution/docker/druid.sh
+++ b/distribution/docker/druid.sh
@@ -196,4 +196,4 @@ then
     mkdir -p ${DRUID_DIRS_TO_CREATE}
 fi
 
-exec java ${JAVA_OPTS} -cp $COMMON_CONF_DIR:$SERVICE_CONF_DIR:lib/*: org.apache.druid.cli.Main server $@
+exec bin/run-java ${JAVA_OPTS} -cp $COMMON_CONF_DIR:$SERVICE_CONF_DIR:lib/*: org.apache.druid.cli.Main server $@
diff --git a/integration-tests/script/setup_druid_on_k8s.sh b/integration-tests/script/setup_druid_on_k8s.sh
index f21f5613b46..34010f23142 100755
--- a/integration-tests/script/setup_druid_on_k8s.sh
+++ b/integration-tests/script/setup_druid_on_k8s.sh
@@ -32,8 +32,8 @@ mvn -B -ff -q dependency:go-offline \
       -Pskip-static-checks,skip-tests \
       -Dmaven.javadoc.skip=true
 
-docker build --build-arg BUILD_FROM_SOURCE=0 -t druid/base:v1 -f distribution/docker/Dockerfile .
-docker build --build-arg BASE_IMAGE=druid/base:v1 -t druid/cluster:v1 -f distribution/docker/DockerfileBuildTarAdvanced .
+DOCKER_BUILDKIT=1 docker build --build-arg BUILD_FROM_SOURCE=0 -t druid/base:v1 -f distribution/docker/Dockerfile .
+DOCKER_BUILDKIT=1 docker build --build-arg BASE_IMAGE=druid/base:v1 -t druid/cluster:v1 -f distribution/docker/DockerfileBuildTarAdvanced .
 
 # This tmp dir is used for MiddleManager pod and Historical Pod to cache segments.
 sudo rm -rf tmp