diff --git a/CMakeLists.txt b/CMakeLists.txt
index 34f63250a..906d4c82e 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -15,7 +15,9 @@
 cmake_minimum_required(VERSION 3.23.1 FATAL_ERROR)
 
 if(NOT EXISTS ${CMAKE_CURRENT_BINARY_DIR}/RMM_RAPIDS.cmake)
-  file(DOWNLOAD https://raw.githubusercontent.com/bdice/rapids-cmake/cccl-update-2.1.0/RAPIDS.cmake
+  set(rapids-cmake-repo bdice/rapids-cmake)
+  set(rapids-cmake-branch cccl-update-2.1.0)
+  file(DOWNLOAD https://raw.githubusercontent.com/rapidsai/rapids-cmake/branch-23.06/RAPIDS.cmake
        ${CMAKE_CURRENT_BINARY_DIR}/RMM_RAPIDS.cmake)
 endif()
 include(${CMAKE_CURRENT_BINARY_DIR}/RMM_RAPIDS.cmake)