diff --git a/cpp/CMakeLists.txt b/cpp/CMakeLists.txt
index f2500b3a72f40..10f54bcd5748b 100644
--- a/cpp/CMakeLists.txt
+++ b/cpp/CMakeLists.txt
@@ -71,6 +71,13 @@ if(POLICY CMP0135)
   cmake_policy(SET CMP0135 NEW)
 endif()
 
+# https://cmake.org/cmake/help/latest/policy/CMP0167.html
+#
+# Use Boost's CMake packages instead of FindBoost.cmake in CMake.
+if(POLICY CMP0167)
+  cmake_policy(SET CMP0167 NEW)
+endif()
+
 # https://cmake.org/cmake/help/latest/policy/CMP0170.html
 #
 # CMP0170 is for enforcing dependency populations by users with