diff --git a/.github/deployment/Dockerfile-affine-multiplatform b/.github/deployment/Dockerfile-affine-multiplatform
index de0146219c..e005ca3ffd 100644
--- a/.github/deployment/Dockerfile-affine-multiplatform
+++ b/.github/deployment/Dockerfile-affine-multiplatform
@@ -1,4 +1,6 @@
-FROM relocate as relocate
+ARG BASE_IMAGE=localhost:5000/toeverything/relocate:latest
+
+FROM ${BASE_IMAGE} as relocate
 
 # =============
 # AFFiNE image
diff --git a/.github/workflows/affine.yml b/.github/workflows/affine.yml
index 968550e922..2e77314af3 100644
--- a/.github/workflows/affine.yml
+++ b/.github/workflows/affine.yml
@@ -19,6 +19,7 @@ env:
     NAMESPACE: toeverything
     AFFINE_IMAGE_NAME: AFFiNE
     IMAGE_TAG_LATEST: nightly-latest
+    LOCAL_CACHE: localhost:5000/toeverything/relocate:latest
 
 jobs:
     ligo-virgo:
@@ -28,6 +29,12 @@ jobs:
             contents: read
             packages: write
 
+        services:
+          registry:
+            image: registry:2
+            ports:
+              - 5000:5000
+
         steps:
             - name: Checkout
               uses: actions/checkout@v2
@@ -57,9 +64,9 @@ jobs:
               uses: docker/build-push-action@v3
               with:
                   context: .
-                  load: true
+                  push: true
                   file: ./.github/deployment/Dockerfile-affine
-                  tags: relocate
+                  tags: ${{ env.LOCAL_CACHE }}
                   target: AFFiNE
 
             - name: Build and push Docker image (AFFINE-Local)
@@ -72,3 +79,5 @@ jobs:
                   tags: ${{ steps.meta_affine.outputs.tags }}
                   labels: ${{ steps.meta_affine.outputs.labels }}
                   target: AFFiNE
+                  build-args: |
+                    BASE_IMAGE=${{ env.LOCAL_CACHE }}