diff --git a/use_case_examples/deployment/cifar/build_docker_client_image.py b/use_case_examples/deployment/cifar/build_docker_client_image.py
new file mode 100644
index 000000000..0cdc4dd56
--- /dev/null
+++ b/use_case_examples/deployment/cifar/build_docker_client_image.py
@@ -0,0 +1,16 @@
+import os
+import subprocess
+from pathlib import Path
+
+
+def main():
+    path_of_script = Path(__file__).parent.resolve()
+    # Build image
+    os.chdir(path_of_script)
+    command = f'docker build --tag cml_client_cifar --file "{path_of_script}/Dockerfile.client" .'
+    print(command)
+    subprocess.check_output(command, shell=True)
+
+
+if __name__ == "__main__":
+    main()