diff --git a/.circleci/config.yml b/.circleci/config.yml
new file mode 100644
index 00000000000..f02a853ea60
--- /dev/null
+++ b/.circleci/config.yml
@@ -0,0 +1,104 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+
+version: 2.1
+
+commands:
+  build-common:
+    parameters:
+      jdk_version:
+        # 8, 11, 17, ...
+        type: integer
+        default: 8
+
+    steps:
+      - checkout
+
+      - restore_cache:
+          keys:
+            - maven-repo-v1-{{ .Branch }}-{{ checksum "pom.xml" }}
+            - maven-repo-v1-{{ .Branch }}-
+            - maven-repo-v1-
+
+      - run:
+          name: Delete ~/.m2/repository/org/apache/zeppelin
+          command: rm -rf ~/.m2/repository/org/apache/zeppelin
+
+      - run:
+          name: Install build tools
+          command: |
+            sudo apt-get update -y
+            DEBIAN_FRONTEND=noninteractive \
+            DEBCONF_NONINTERACTIVE_SEEN=true \
+            TZ=UTC \
+            sudo apt-get install -y --no-install-recommends openjdk-<< parameters.jdk_version >>-jdk maven wget
+
+      - run:
+          name: Print JDK and Maven versions
+          command: |
+            java -version
+            mvn -version
+
+      - run:
+          name: install application with some interpreter
+          command: |
+            mvn install -Pbuild-distr -DskipRat -DskipTests -pl zeppelin-server,zeppelin-web,spark-submit,spark/spark-dependencies,markdown,angular,shell -am -Phelium-dev -Pexamples -Phadoop3 --batch-mode --no-transfer-progress --fail-never
+      
+      - run:
+          name: install and test plugins
+          command: mvn package -DskipRat -pl zeppelin-plugins,-org.apache.zeppelin:notebookrepo-mongo -amd -B
+
+      - run:
+          name: run tests with hadoop3
+          command: |
+            mvn verify -Pusing-packaged-distr -DskipRat -pl zeppelin-server,zeppelin-web,spark-submit,spark/spark-dependencies,markdown,angular,shell -am -Phelium-dev -Pexamples -Phadoop3 -Dtests.to.exclude=**/org/apache/zeppelin/spark/* -DfailIfNoTests=false
+
+      - save_cache:
+          paths:
+            - ~/.m2
+          key: maven-repo-v1-{{ .Branch }}-{{ checksum "pom.xml" }}
+
+      - run:
+          name: Maven verify
+          command: mvn clean verify -Pspark-3.0 -Pspark-scala-2.12 --also-make-dependents --batch-mode --no-transfer-progress
+
+jobs:
+  build-arm64:
+    machine:
+      image: ubuntu-2004:202101-01
+    resource_class: arm.medium
+
+    environment:
+      MAVEN_OPTS: "-Xms1024M -Xmx2048M -XX:MaxMetaspaceSize=1024m -XX:-UseGCOverheadLimit -Dorg.slf4j.simpleLogger.log.org.apache.maven.cli.transfer.Slf4jMavenTransferListener=warn -Dhttp.keepAlive=false -Dmaven.wagon.http.pool=false -Dmaven.wagon.http.retryHandler.count=3"
+      ZEPPELIN_HELIUM_REGISTRY: helium
+      SPARK_PRINT_LAUNCH_COMMAND: "true"
+      SPARK_LOCAL_IP: "127.0.0.1"
+      ZEPPELIN_LOCAL_IP: "127.0.0.1"
+      JAVA_HOME: "/usr/lib/jvm/java-8-openjdk-arm64/"
+
+    working_directory: ~/zeppelin
+
+    steps:
+      - build-common
+
+workflows:
+  version: 2
+  run-build-and-tests:
+    jobs:
+      - build-arm64
diff --git a/.cirrus.yml b/.cirrus.yml
new file mode 100644
index 00000000000..12f4b766180
--- /dev/null
+++ b/.cirrus.yml
@@ -0,0 +1,23 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+
+test_task:
+  arm_container:
+    image: 3.8.2-openjdk-8-slim
+  test_script: mvn install -Pbuild-distr -DskipRat -DskipTests -pl zeppelin-server,zeppelin-web,spark-submit,spark/spark-dependencies,markdown,angular,shell -am -Phelium-dev -Pexamples -Phadoop3 --batch-mode --no-transfer-progress --fail-never
diff --git a/Dockerfile b/Dockerfile
index 28606ea4cfb..3ba225eeded 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -21,7 +21,7 @@ WORKDIR /workspace/zeppelin
 RUN echo "unsafe-perm=true" > ~/.npmrc && \
     echo '{ "allow_root": true }' > ~/.bowerrc && \
     mvn -B package -DskipTests -Pbuild-distr -Pspark-3.0 -Pinclude-hadoop -Phadoop3 -Pspark-scala-2.12 -Pweb-angular && \
-    # Example with doesn't compile all interpreters
+    # Example which doesn't compile all interpreters
     # mvn -B package -DskipTests -Pbuild-distr -Pspark-3.0 -Pinclude-hadoop -Phadoop3 -Pspark-scala-2.12 -Pweb-angular -pl '!groovy,!submarine,!livy,!hbase,!pig,!file,!flink,!ignite,!kylin,!lens' && \
     mv /workspace/zeppelin/zeppelin-distribution/target/zeppelin-*/zeppelin-* /opt/zeppelin/ && \
     # Removing stuff saves time, because docker creates a temporary layer