diff --git a/apps/face_detection/BUILD b/apps/face_detection/BUILD
index d1ed253..c966548 100644
--- a/apps/face_detection/BUILD
+++ b/apps/face_detection/BUILD
@@ -1,22 +1,14 @@
-load("@rules_pkg//:pkg.bzl", "pkg_tar")
+load("//:bazel_tools/docker.bzl", "docker_image")
 
 # TODO(lekva): figure out how to build py_binary with pip dependencies and
-# migrate off of shell script running docker build
-sh_binary(
+# migrate off docker_image rule
+docker_image(
 	name = "push_to_dev",
-	srcs = ["push_to_dev.sh"],
-	data = glob(["*.py"]) + [
-	     "Dockerfile",
+	registry = "localhost:30500",
+	image = "giolekva/face-detector",
+	tag = "latest",
+	dockerfile = "Dockerfile",
+	srcs = glob(["*.py"]) + [
 	     "haarcascade_frontalface_default.xml",
 	],
-	deps = [
-	     "@bazel_tools//tools/bash/runfiles",
-	],
-)
-
-pkg_tar(
-	name = "chart",
-	srcs = glob(["chart/**"]),
-	extension = "tar.gz",
-	strip_prefix = "./chart",
 )
diff --git a/apps/face_detection/Dockerfile b/apps/face_detection/Dockerfile
index befcba5..8c0996c 100644
--- a/apps/face_detection/Dockerfile
+++ b/apps/face_detection/Dockerfile
@@ -15,4 +15,5 @@
     python3-opencv
 
 WORKDIR /app
-COPY . /app
\ No newline at end of file
+COPY *.py /app/
+COPY *.xml /app/