diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index b1b50d28e2..ababa8a8e2 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -94,11 +94,17 @@ jobs:
           distribution: adopt
           java-version: 11
 
+      # Workaround https://github.com/burrunan/gradle-cache-action/issues/46
+      - name: Set dependencies cache key
+        shell: bash
+        run: echo "testLatestDeps" > gradle/otel-gradle-dependencies-key
+
       - name: Restore cache
         uses: burrunan/gradle-cache-action@v1.10
         with:
           job-id: latestDepTest
-          save-gradle-dependencies-cache: false
+          gradle-dependencies-cache-key: |
+            gradle/otel-gradle-dependencies-key
 
       - name: Cache Gradle Wrapper
         uses: actions/cache@v2
diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml
index 29859276f3..6c7987cd06 100644
--- a/.github/workflows/nightly.yml
+++ b/.github/workflows/nightly.yml
@@ -94,11 +94,17 @@ jobs:
           distribution: adopt
           java-version: 11
 
+      # Workaround https://github.com/burrunan/gradle-cache-action/issues/46
+      - name: Set dependencies cache key
+        shell: bash
+        run: echo "testLatestDeps" > gradle/otel-gradle-dependencies-key
+
       - name: Restore cache
         uses: burrunan/gradle-cache-action@v1.10
         with:
           job-id: latestDepTest
-          save-gradle-dependencies-cache: false
+          gradle-dependencies-cache-key: |
+            gradle/otel-gradle-dependencies-key
 
       - name: Cache Gradle Wrapper
         uses: actions/cache@v2