diff --git a/Dockerfile b/Dockerfile
index b853cb89d..576d7367d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -70,7 +70,7 @@ RUN mkdir -p /output/usr/bin && \
     go clean -modcache -cache
 
 # Velero image packing section
-FROM gcr.io/distroless/base-nossl-debian11:nonroot
+FROM paketobuildpacks/run-jammy-tiny:latest
 
 LABEL maintainer="Xun Jiang <jxun@vmware.com>"
 
@@ -78,5 +78,5 @@ COPY --from=velero-builder /output /
 
 COPY --from=restic-builder /output /
 
-USER nonroot:nonroot
+USER cnb:cnb
 
diff --git a/changelogs/unreleased/6883-ywk253100 b/changelogs/unreleased/6883-ywk253100
new file mode 100644
index 000000000..bc8d80b92
--- /dev/null
+++ b/changelogs/unreleased/6883-ywk253100
@@ -0,0 +1 @@
+Replace the base image with paketobuildpacks image
\ No newline at end of file
diff --git a/hack/docker-push.sh b/hack/docker-push.sh
index d675bffd3..e503358c9 100755
--- a/hack/docker-push.sh
+++ b/hack/docker-push.sh
@@ -89,7 +89,7 @@ else
 fi
 
 if [[ -z "$BUILDX_PLATFORMS" ]]; then
-    BUILDX_PLATFORMS="linux/amd64,linux/arm64,linux/arm/v7,linux/ppc64le"
+    BUILDX_PLATFORMS="linux/amd64,linux/arm64"
 fi
 
 # Debugging info