diff --git a/cpp/CMakeLists.txt b/cpp/CMakeLists.txt
index ed69ee3df7..bfa9cba085 100644
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -231,11 +231,8 @@ endif()
 rapids_cpm_init()
 rapids_cmake_install_lib_dir(lib_dir)
 
-# Not using rapids-cmake since we never want to find, always download.
-CPMAddPackage(
-    NAME rapids_logger GITHUB_REPOSITORY rapidsai/rapids-logger GIT_SHALLOW FALSE GIT_TAG
-    4df3ee70c6746fd1b6c0dc14209dae2e2d4378c6 VERSION 4df3ee70c6746fd1b6c0dc14209dae2e2d4378c6
-)
+include(${rapids-cmake-dir}/cpm/rapids_logger.cmake)
+rapids_cpm_rapids_logger()
 rapids_make_logger(
   ML EXPORT_SET cuml-exports LOGGER_HEADER_DIR include/cuml/common/ LOGGER_MACRO_PREFIX CUML LOGGER_TARGET cuml_logger
 )