diff --git a/.forgejo/workflows/renovate.yml b/.forgejo/workflows/renovate.yml
index 67efe160b0..d05495d317 100644
--- a/.forgejo/workflows/renovate.yml
+++ b/.forgejo/workflows/renovate.yml
@@ -27,7 +27,7 @@ jobs:
 
     steps:
       - name: Load renovate repo cache
-        uses: https://code.forgejo.org/actions/cache/restore@2cdf405574d6ef1f33a1d12acccd3ae82f47b3f2 # v4.1.0
+        uses: https://code.forgejo.org/actions/cache/restore@3624ceb22c1c5a301c8db4169662070a689d9ea8 # v4.1.1
         with:
           path: |
             .tmp/cache/renovate/repository
@@ -60,7 +60,7 @@ jobs:
 
       - name: Save renovate repo cache
         if: always() && env.RENOVATE_DRY_RUN != 'full'
-        uses: https://code.forgejo.org/actions/cache/save@2cdf405574d6ef1f33a1d12acccd3ae82f47b3f2 # v4.1.0
+        uses: https://code.forgejo.org/actions/cache/save@3624ceb22c1c5a301c8db4169662070a689d9ea8 # v4.1.1
         with:
           path: |
             .tmp/cache/renovate/repository