diff --git a/.ci/build.groovy b/.ci/build.groovy
index a7c7a0c8e5..b6b0ada332 100644
--- a/.ci/build.groovy
+++ b/.ci/build.groovy
@@ -12,6 +12,10 @@ def call(ghprbActualCommit, ghprbPullId, ghprbPullTitle, ghprbPullLink, ghprbPul
             container("java") {
                 stage('Checkout') {
                     dir("/home/jenkins/git/tispark") {
+                        sh """
+                        archive_url=http://172.16.30.25/download/builds/pingcap/tiflash/cache/tiflash-m2-cache_latest.tar.gz
+                        if [ ! "\$(ls -A /maven/.m2/repository)" ]; then curl -sL \$archive_url | tar -zx -C /maven || true; fi
+                        """
                         if (sh(returnStatus: true, script: '[ -d .git ] && [ -f Makefile ] && git rev-parse --git-dir > /dev/null 2>&1') != 0) {
                             deleteDir()
                         }
diff --git a/.ci/integration_test.groovy b/.ci/integration_test.groovy
index b492abbd76..baa26cc76f 100644
--- a/.ci/integration_test.groovy
+++ b/.ci/integration_test.groovy
@@ -86,6 +86,10 @@ def call(ghprbActualCommit, ghprbCommentBody, ghprbPullId, ghprbPullTitle, ghprb
                     dir("go/src/github.com/pingcap/tispark") {
                         deleteDir()
                         sh """
+                        archive_url=http://172.16.30.25/download/builds/pingcap/tiflash/cache/tiflash-m2-cache_latest.tar.gz
+                        if [ ! "\$(ls -A /maven/.m2/repository)" ]; then curl -sL \$archive_url | tar -zx -C /maven || true; fi
+                        """
+                        sh """
                         cp -R /home/jenkins/git/tispark/. ./
                         git checkout -f ${ghprbActualCommit}
                         find core/src -name '*Suite*' > test