diff --git a/Dockerfile b/Dockerfile
index dfdc147..bb2036e 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,8 +1,10 @@
-FROM alpine:latest
+FROM docker:dind-rootless
 MAINTAINER Elia El Lazkani <git@lazkani.io>
 
 ARG ORAS_VERSION="1.0.0"
 
+USER root
+
 RUN apk add --virtual .build-deps curl && \
     curl -LO "https://github.com/oras-project/oras/releases/download/v${ORAS_VERSION}/oras_${ORAS_VERSION}_linux_amd64.tar.gz" && \
     mkdir -p oras-install/ && \
@@ -16,5 +18,6 @@ RUN apk add --virtual .build-deps curl && \
     tar -zxf trivy_${TRIVY_VERSION}_*.tar.gz -C trivy-install/ && \
     mv trivy-install /opt/trivy && \
     ln -s /opt/trivy/trivy /usr/local/bin/trivy && \
-    apk del .build-deps && \
-    apk add containerd
+    apk del .build-deps
+
+USER rootless