diff --git a/.github/workflows/ci-owasp-dependency-check.yaml b/.github/workflows/ci-owasp-dependency-check.yaml
index b4daa2c5b9113..99aeabd74245b 100644
--- a/.github/workflows/ci-owasp-dependency-check.yaml
+++ b/.github/workflows/ci-owasp-dependency-check.yaml
@@ -63,12 +63,21 @@ jobs:
           path: |
             ~/.m2/repository/*/*/*
             !~/.m2/repository/org/apache/pulsar
-          key: ${{ runner.os }}-m2-dependencies-owasp-${{ hashFiles('**/pom.xml') }}
+            !~/.m2/repository/org/owasp/dependency-check-data
+          key: ${{ runner.os }}-m2-dependencies-all-${{ hashFiles('**/pom.xml') }}
+          lookup-only: true
           restore-keys: |
-            ${{ runner.os }}-m2-dependencies-all-${{ hashFiles('**/pom.xml') }}
             ${{ runner.os }}-m2-dependencies-core-modules-${{ hashFiles('**/pom.xml') }}
             ${{ runner.os }}-m2-dependencies-core-modules-
 
+      - name: Cache OWASP Dependency Check data
+        uses: actions/cache@v3
+        timeout-minutes: 5
+        with:
+          path: ~/.m2/repository/org/owasp/dependency-check-data
+          key: owasp-dependency-check-data
+          enableCrossOsArchive: true
+
       - name: Set up JDK ${{ matrix.jdk || '17' }}
         uses: actions/setup-java@v3
         with:
diff --git a/.github/workflows/pulsar-ci.yaml b/.github/workflows/pulsar-ci.yaml
index 02496a82392c8..3b57c27a38dd1 100644
--- a/.github/workflows/pulsar-ci.yaml
+++ b/.github/workflows/pulsar-ci.yaml
@@ -1359,9 +1359,19 @@ jobs:
           path: |
             ~/.m2/repository/*/*/*
             !~/.m2/repository/org/apache/pulsar
+            !~/.m2/repository/org/owasp/dependency-check-data
           key: ${{ runner.os }}-m2-dependencies-core-modules-${{ hashFiles('**/pom.xml') }}
           restore-keys: |
             ${{ runner.os }}-m2-dependencies-core-modules-
+
+      - name: Cache OWASP Dependency Check data
+        uses: actions/cache@v3
+        timeout-minutes: 5
+        with:
+          path: ~/.m2/repository/org/owasp/dependency-check-data
+          key: owasp-dependency-check-data
+          enableCrossOsArchive: true
+
       - name: Set up JDK ${{ matrix.jdk || env.CI_JDK_MAJOR_VERSION }}
         uses: actions/setup-java@v3
         with: