diff --git a/distribution/docker/Dockerfile b/distribution/docker/Dockerfile
index ab50e99e7ce7..60779aa0128f 100644
--- a/distribution/docker/Dockerfile
+++ b/distribution/docker/Dockerfile
@@ -22,16 +22,34 @@ FROM alpine as extractor
 
 ARG VERSION
 
+# 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"
 RUN export DEBIAN_FRONTEND=noninteractive \
     && apt-get -qq update \
     && apt-get -qq -y install --no-install-recommends python3 python3-yaml
 
 COPY . /src
 WORKDIR /src
-COPY ./target/apache-druid-${VERSION}-bin.tar.gz .
-
-RUN tar -zxf /src/apache-druid-${VERSION}-bin.tar.gz -C /opt \
- && ln -s /opt/apache-druid-${VERSION} /opt/druid
+RUN --mount=type=cache,target=/root/.m2 if [ "$BUILD_FROM_SOURCE" = "true" ]; then \
+      mvn -B -ff -q dependency:go-offline \
+      install \
+      -Pdist,bundle-contrib-exts \
+      -Pskip-static-checks,skip-tests \
+      -Dmaven.javadoc.skip=true \
+      ; fi
+
+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 alpine:3 as bash-static
 ARG TARGETARCH
@@ -63,9 +81,9 @@ RUN addgroup -S -g 1000 druid \
  && adduser -S -u 1000 -D -H -h /opt/druid -s /bin/sh -g '' -G druid druid
 
 
-COPY --chown=druid:druid --from=extractor /opt /opt
-COPY ./docker/druid.sh /druid.sh
-COPY ./docker/peon.sh /peon.sh
+COPY --chown=druid:druid --from=builder /opt /opt
+COPY distribution/docker/druid.sh /druid.sh
+COPY distribution/docker/peon.sh /peon.sh
 
 # create necessary directories which could be mounted as volume
 #   /opt/druid/var is used to keep individual files(e.g. log) of each Druid service
diff --git a/distribution/pom.xml b/distribution/pom.xml
index cccfc58aac2e..5a858b816352 100644
--- a/distribution/pom.xml
+++ b/distribution/pom.xml
@@ -50,8 +50,6 @@
     <properties>
         <!-- the default value is a repeated flag from the command line, since blank value is not allowed -->
         <druid.distribution.pulldeps.opts>--clean</druid.distribution.pulldeps.opts>
-        <docker.jdk.version>17</docker.jdk.version>
-        <targetarch>amd64</targetarch>
     </properties>
 
     <build>
@@ -574,50 +572,5 @@
                 </plugins>
             </build>
         </profile>
-        <profile>
-          <id>docker</id>
-          <build>
-            <plugins>
-              <plugin>
-                <groupId>com.spotify</groupId>
-                <artifactId>dockerfile-maven-plugin</artifactId>
-                <version>1.4.10</version>
-                <executions>
-                  <execution>
-                    <id>tag-latest</id>
-                    <goals>
-                      <goal>build</goal>
-                      <goal>tag</goal>
-                    </goals>
-                    <configuration>
-                      <repository>docker.io/apache/druid</repository>
-                      <tag>latest</tag>
-                      <dockerfile>docker/Dockerfile</dockerfile>
-                    </configuration>
-                  </execution>
-                  <execution>
-                    <id>tag-version</id>
-                    <goals>
-                      <goal>build</goal>
-                      <goal>tag</goal>
-                    </goals>
-                    <configuration>
-                      <repository>docker.io/apache/druid</repository>
-                      <tag>${project.version}</tag>
-                      <dockerfile>docker/Dockerfile</dockerfile>
-                    </configuration>
-                  </execution>
-                </executions>
-                <configuration>
-                  <buildArgs>
-                    <VERSION>${project.version}</VERSION>
-                    <JDK_VERSION>${docker.jdk.version}</JDK_VERSION>
-                    <TARGETARCH>${targetarch}</TARGETARCH>
-                  </buildArgs>
-                </configuration>
-              </plugin>
-            </plugins>
-          </build>
-        </profile>
     </profiles>
 </project>