diff --git a/.github/actions/cache-engine-archives/action.yaml b/.github/actions/cache-engine-archives/action.yaml
new file mode 100644
index 00000000000..86a9ccafb95
--- /dev/null
+++ b/.github/actions/cache-engine-archives/action.yaml
@@ -0,0 +1,27 @@
+#
+# 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.
+#
+
+name: cache-engine-archives
+description: 'Cache download engine archives from Apache Archives website used by Maven download plugin'
+runs:
+  using: composite
+  steps:
+    - name: Cache Engine Archives
+      uses: actions/cache@v3
+      with:
+        path: /tmp/engine-archives
+        key: engine-archives
diff --git a/.github/workflows/master.yml b/.github/workflows/master.yml
index 26d23129718..b0ab493a457 100644
--- a/.github/workflows/master.yml
+++ b/.github/workflows/master.yml
@@ -32,7 +32,7 @@ concurrency:
   cancel-in-progress: true
 
 env:
-  MVN_OPT: -Dmaven.javadoc.skip=true -Drat.skip=true -Dscalastyle.skip=true -Dspotless.check.skip -Dorg.slf4j.simpleLogger.defaultLogLevel=warn -Pjdbc-shaded
+  MVN_OPT: -Dmaven.javadoc.skip=true -Drat.skip=true -Dscalastyle.skip=true -Dspotless.check.skip -Dorg.slf4j.simpleLogger.defaultLogLevel=warn -Pjdbc-shaded -Dmaven.plugin.download.cache.path=/tmp/engine-archives
   KUBERNETES_VERSION: v1.26.1
   MINIKUBE_VERSION: v1.29.0
 
@@ -77,6 +77,8 @@ jobs:
           java-version: ${{ matrix.java }}
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Setup Python
         uses: actions/setup-python@v4
         with:
@@ -129,6 +131,8 @@ jobs:
           java-version: ${{ matrix.java }}
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Build and test Kyuubi AuthZ with supported Spark versions
         run: |
           TEST_MODULES="extensions/spark/kyuubi-spark-authz"
@@ -178,6 +182,8 @@ jobs:
           java-version: ${{ matrix.java }}
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Build Flink with maven w/o linters
         run: |
           TEST_MODULES="externals/kyuubi-flink-sql-engine,integration-tests/kyuubi-flink-it"
@@ -222,6 +228,8 @@ jobs:
           java-version: ${{ matrix.java }}
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Build and test Hive with maven w/o linters
         run: |
           TEST_MODULES="externals/kyuubi-hive-sql-engine,integration-tests/kyuubi-hive-it"
@@ -257,6 +265,8 @@ jobs:
           java-version: ${{ matrix.java }}
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Build and test JDBC with maven w/o linters
         run: |
           TEST_MODULES="externals/kyuubi-jdbc-engine,integration-tests/kyuubi-jdbc-it"
@@ -292,6 +302,8 @@ jobs:
           java-version: ${{ matrix.java }}
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Build and test Trino with maven w/o linters
         run: |
           TEST_MODULES="kyuubi-server,externals/kyuubi-trino-engine,externals/kyuubi-spark-sql-engine,externals/kyuubi-download,integration-tests/kyuubi-trino-it"
@@ -322,6 +334,8 @@ jobs:
           java-version: 8
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Run TPC-DS Tests
         run: |
           TEST_MODULES="kyuubi-server,extensions/spark/kyuubi-spark-connector-tpcds,extensions/spark/kyuubi-spark-connector-tpch"
@@ -350,6 +364,8 @@ jobs:
           file: build/Dockerfile
           load: true
           tags: apache/kyuubi:latest
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Setup Minikube
         run: |
           # https://minikube.sigs.k8s.io/docs/start/
@@ -399,6 +415,8 @@ jobs:
     steps:
       - name: Checkout
         uses: actions/checkout@v3
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: Setup Minikube
         run: |
           # https://minikube.sigs.k8s.io/docs/start/
@@ -454,6 +472,8 @@ jobs:
           java-version: ${{ matrix.java }}
           cache: 'maven'
           check-latest: false
+      - name: Cache Engine Archives
+        uses: ./.github/actions/cache-engine-archives
       - name: zookeeper integration tests
         run: |
           export KYUUBI_IT_ZOOKEEPER_VERSION=${{ matrix.zookeeper }}
diff --git a/externals/kyuubi-download/pom.xml b/externals/kyuubi-download/pom.xml
index ce9ba20141b..d7f0c601322 100644
--- a/externals/kyuubi-download/pom.xml
+++ b/externals/kyuubi-download/pom.xml
@@ -36,6 +36,7 @@
                 <groupId>com.googlecode.maven-download-plugin</groupId>
                 <artifactId>download-maven-plugin</artifactId>
                 <configuration>
+                    <cacheDirectory>${maven.plugin.download.cache.path}</cacheDirectory>
                     <outputDirectory>${project.build.directory}</outputDirectory>
                     <readTimeOut>60000</readTimeOut>
                     <retries>3</retries>
diff --git a/pom.xml b/pom.xml
index fab9fd2fb6e..2df40a6581d 100644
--- a/pom.xml
+++ b/pom.xml
@@ -213,6 +213,7 @@
 
         <maven.plugin.build.helper.version>3.3.0</maven.plugin.build.helper.version>
         <maven.plugin.download.version>1.6.8</maven.plugin.download.version>
+        <maven.plugin.download.cache.path></maven.plugin.download.cache.path>
         <maven.plugin.enforcer.mojo.rules.version>1.6.1</maven.plugin.enforcer.mojo.rules.version>
         <maven.plugin.scala.version>4.8.0</maven.plugin.scala.version>
         <maven.plugin.surefire.version>3.0.0-M8</maven.plugin.surefire.version>